{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization of Blending Functions\n",
    "\n",
    "Zero-padding at convolutional layers allow an output of the same size as the input, but the prediction is usually worse along the border of each input volume. Therefire we performe inference of overlopping volumes to alleviate the border artifacts. This demo visulizes the patterns of different blending functions/parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from connectomics.data.utils import blend_gaussian, blend_bump\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from mpl_toolkits.axes_grid1 import ImageGrid\n",
    "\n",
    "def show(image, cmap='gray', title='Test Title', interpolation=None):\n",
    "    num_imgs = image.shape[0]\n",
    "    fig = plt.figure(figsize=(20., 3.))\n",
    "    fig.suptitle(title, fontsize=15)\n",
    "    grid = ImageGrid(fig, 111,  # similar to subplot(111)\n",
    "                     nrows_ncols=(1, num_imgs),  # creates 2x2 grid of axes\n",
    "                     axes_pad=0.1,  # pad between axes in inch.\n",
    "                     )\n",
    "    image_list = np.split(image, num_imgs, 0)\n",
    "    for ax, im in zip(grid, [np.squeeze(x) for x in image_list]):\n",
    "        # Iterating over the grid returns the Axes.\n",
    "        ax.imshow(im, cmap=cmap, interpolation=interpolation,\n",
    "                  vmin=image.min(), vmax=image.max())\n",
    "        # ax.imshow(im, cmap=cmap, interpolation=interpolation)\n",
    "        ax.axis('off')\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualization of the blending matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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t2/yvS/+OnfbwY8YYf9BOP4/4OXa68Phudhc/yk66gf/JodFoNBqvZ+gLAo1Go/GA2Lbtt48xPslOv+f/UDv9Hv0r7PRzgrfbtu3jb+U++/a/z9/XzH6hnYLTX2r3/wbtz9np8d53N7PvYKffKP8hM/uzIPMpdnppmN/5/5dm9oshePtUO/0zwVvZ6VH2zzKzn71t2xebxp+1093H32qngPsT7PSm93+6sBQzfNfbcZmdHpH+IjP7M3aaW4Z3s9NdzHexU2D8n+w035W/9LNt27YxxtvbaX0/zE4XAv6Inf7G8E1X2gra/5tjjHe3U5D6a+30Hon3NLO/fjvmve1+zhjj19rpJYO/yE4Xln6NmX3yjra+Yozx4+30e/IPtBO//rWdLmbYtm3ffPt3db/fzP6xnf5NIfrt+7vYKUj9fXa6Q//ZdvrXg8NPCGzb9g1jjL9np7/K+6jb7C+z0zsK3sdOf2P4NWb2j+y03lE7nznG+OV22uefb6cLSr/JTvzevSeAhzxv3sFOF3A+zE7n+N+2k05APDfw87Zt+7oxxk+z037+MTv9JeO/sdPfJP45qvuzzOwfb9v2lWcYa6PRaDQuGOPuy3UbjUaj0Wg8BsYYv8dOAex337btm556PNeE2xf2fYiZfe8zvJMA2/2Vdnrx5/enfxB4aXD77xxfZGbvvW3bX3rq8TQajUbjYdFPCDQajUaj8cC4/U3277LTXetvNLOfaKe71x/aFwN24W/Z6YmQX2WnCwO7MMb403a6c//VdnpfxO8xs497WS8G3OKX2umnIfJfRxqNRqPx+oW+INBoNBqNxsPjW+30G/pfbaefR3ypmX2QnR71byzi9m8G38XM+AV5q/geZvanbr+/0k4/0Xmvg21eO4aZ/brbl2E2Go1G4/Uc/ZOBRqPRaDQajUaj0Wg0XkL03w42Go1Go9FoNBqNRqPxEqIvCDQajUaj0Wg0Go1Go/ESoi8INBqNRqPRaDQajUaj8RKiLwg0Go1Go9FoNBqNRqPxEqIvCDQajUaj0Wg0Go1Go/ESoi8INBqNRqPRaDQajUaj8RLiDbLCMcY2xvDj8Luad7RsVqciXz1W6QjPnh27rnJzc1OS47+IxPTs+CG+z1lW7E9uyJu+6ZtuzIfqx+zF/uE+Pnv27J7MLI39K5ksj8eOUG1nnOfjDBF393CS94zz/BjbrpRv25bmqbqRTJT2uqqflY+Z2ete97pw8d/6rd96M7vLA+bE8+fPJYdW6yCvo3qYRpmozCzneHTssp6vvh179XCmHzHN32rPo2PFOeaAy9zc3IRlmI7qoewrr7yS1lPtz+qYmX3BF3yBXNzmafOU27tEnrbtb9t/LbZ/dDwVLc0ddDz1dPFUekHAcQ7yPiah8btaxscKEVGrRF9tl4m92s+2bTbGePX7KLL2VssqefhdwV6HQBltb69i7KO016vmZY4C1sv4jGBerXDg+fPn9/J4H25ubuT5g0pH7SMeO8c9b9s2e/78+asG29us5G3bZs+ePbsjo9LYL6bHGLKfFVS4Wgl8MrlKwKXS+FFBFNfzfeHzgMfGHM3Op+ybj1eh6laMOfIW910FU84z5NwY446ufv78ub3yyiv27Nmze04j1vf1wTKs52nmpdfLjn3P1LnAxxGap83Ta+Cpr83Kx9vOONC2/wXa9s+x4qdG30fyjpZVvqtlfKzQ8dTlxVOzJwSWCfJQJF+RycYXlSlUlOo5iBFtEvd/lNCrqJwA5yKsmd0pXzn5nBcrH7P1OwFmd+9wVevMnAYly2UZh70eroc6VukK2CH1PHcckLtoTLP9jBwA5AM7lz5PNtiZI+Afd1i9fZTBdNbPOZDdqXz27NmdO1bRsddZDbL23oldKUcZnh/LZRxW5VUo5xXb4+CLnVg/VkFXJWBSvPZ8FRCpIA33ENNRUOXzxGN2eHldszsxzdPmqctfMk+jPc4+3uZK2ueo+JPVadvftt9R3dMZB47k7ZHJxheVKXQ8dfnx1PSCAH+fK++xCFwlbUbWhyZK1AdutNkLJYlgJ4LrV64KPSQyglfrzuRR+Vc+ZvseC9yT9vEpGczneWAaZVEe8ys8P8pj5hA7rNhH5CigU6vuJqC8cg58TVjW86K0uvpfuaNwbsfAx1YJmHwM1eBLpZFTURrrqPGsBFcr/H0IziqOen/IN7M5LzF4ioIulsFy5DHy0h+JRh5jm57mPqtBle+F38XFMShHW6F52jy9Jp5WP75ej5H28SkZzOd5YBplUR7zH4KfjLb9x6H261x51Tp7ZLJvPnZ0PPUweOh4avqTgXMS9aFJHaXx21G9qsqYXa1eQUYqNIRqfIrUGZmxPvabkXv1BJgRc+UKl8rL5lT9mOUGnY35njsJ6ASzDMupc0Bxlh0HLK/wPcPsyim3jWDnVeXh/vFjgi6HToKXsTOh8r1NXLvMOcC02f07EQ/tGDCnoiArC76UTJaeBVgqkPIyrOPjV+URd1VQVeHvuZDx0oMkzMNgyb9VQOU8Uo4sc83r39zc3At2mNeRo8zpMe4GUlFQNbtrG6F52jy9Fp5WP95exh3c67b9L6DabNu/jpl+meXtlc3yIpkojd+Ojqd0WslmMoiniKeWnhDgvIhMR4m+mhfJ8NjN7ht+JcOyak2q+RmyjVF9R6R2rJLZLCfdKslWyivt+/hnJwbyLvuYndcBWEnj+LO7VErOyyvfiOwqbQb1G0Iz/Ygr9897qvbT5dhB8A/XY4OO+exc4tpX0rhWVUfhCCJHcDX4Wg2qqvV5jFiOc2BuMu9V/oyzkVPBQA5FwDLWhey0KofU6zE3fZweNOE4mb8cfDFXPXhjnnFQF3EVeRoFVZyP65A5Y83T5uk18JT3P/p4O4pHistt+++ibf9x26/2izmg8qL8LG9PnehbjdfR8dRdXHs8degJgVl+VF4l+l4C81jM6sTNjP05lAIjOyGY3Dg2RWbcaJdVTsa55hG1tUJirOPjXLmi5XVmH7PYyeV2lOw5HILIOeVxKDl1jKheod2797xn2xb/jhD7YWcW9zJ6HJD3OnrZT9XwV9PZep3LMZjxgY+jO7HImyzIioImdYz9qTrYr3JY99714rVWazxbd6Uf2BHFvOxRVtZF/BirCsq4vnPdg5woqPJj7Fc5q+zE4rxmQRXmV3ncPH2x/pzXPL08nmYf7zviLqfb9t9F2/6HuSig9jPLj8oj/TXjT5SXfTs6nopjmb24hHiq/IRAhcgz2dXj1Twek5l+FJBRVagK2dXrFahHtbL+FZmzuVWvcJnt+53KjMzRsXKGvNzzZ30rAxsZZGWgVwz8EWdAKXA2cpGcWqOI2xmH9yovViDsYPo3X1XFMSmH1ucXOQeZHN8xyNqqPBbIzkfFiVgFtuX7F/0Vm+IClmM7WJblz17gFvFXBWxehuPLuI1yuBYRX/esc5WnKrhB3cTcYznmKJZxPju0KhBzGdTX3C/zD3nt64UcZm7749o8X4XmafP0Wniafcza9kfpKtr2n9f2q33G8qrs6vFqHo/J1yErR5loThk6nsrLHzqeKj0h8BDkfAgyO1ZIWyEsk3RGglm5ujqDj2pxuSIfbn72aIvLVZS1ajvLOyfUVTAuj8BGlo0pOrUzox79t/YsPXMGIm5ndw48z8Gy2TcfZ2B+V5Vp5Bj4tzuznubHBD0fDT/KuhzLen7kHPicIoPO9ccY8jFWX292lI86BrPfWc+OOfCJZPzb58RyKj/iM/MS5xCdc1W9jsjuKFSBvFRcZj55v4qr7Jy6HAZIzj8M3m5u7v7u2jmF4/Lym5sXv9lWHPW1zIIv9airr6HnY7DlnM/QPG2eXjpPo73H/W3bH6Nt/+Pa/kzHPOZxJc/R8dTLE08t/e3gOY8jIu4hsGNG3AqxUU7JHFEG1TaYLPw2zIzQld+97LnKFWHvlaw9dSOwMY2M7l6HYM+dAf5/7Ghc2bnB48/4nynpqHzGf6U0IicW9yv6Rhl2ENj4ez47lwj16OnM+EeOQ/TbVpU+crdgdpc1OsY7pqoey3j5SgDH5wF/ZsHXqoOLeazL1HEF7Kgyl5URrzioqpyDKi7nYMznowI9zHeHFNvxNWP+KhnmNx4z5yM0T+1VWcxrnl4WT6v73Lb//roptO1/ONuv9vtcx4oTWZ0sD9czKquUs5yS2bOOjFkbzKGOp+Lx7X6poB9HMjPCRnIrx45zEDcibWVz+YrXKs7xeIuqMyMqls/mWSVeNHau73JZvpJRqBjeh3QIIsdjNqboHFH9VJV3VB7tSwaW533gfTO7/yZh/vZjT6tHBbE+tosy/lH/o43yvjYqzWVVx0CVra6p88bzeJ8zDmKet6Hko4BMlWMbkZNb5bTiLMrhOrDMqu5V4GALj1lHRQ4qyjNXK0EVtsFBHQY8vi6Yz+NCWU+bWfnN7EpPzLjbPG2eXgtPZ3vdtr9tf8a/MR7X9md6JJKJ+DKTWzl2dDyl67wM8dTulwqqTZ4Z2orcOclbJTaXRYsVEXVVMVTbzcip6q5cwUJFjcpOkWrlGNPKqVmVYxmFmfFFGS7LjH61TJXPxhSV83x47BV+Z1zey9Vo7/zYv6Mrqsox4L1Vjwq6EzozwnwV39uZPUbIZZW3DHMbq2uqnEiztceyPe1toHOKslwn+m22urOL49vDd5bxtYv4WtHBVahgS307t/yYgyIOqKKAy+XZOcVAzPni/Xk+rhUGYS7n8LYVV32PmLfRi9o4GFNonjZPL52naj/b9tu9Y5Wuom3/+Wx/tK+qj4wLVbnqMa4lt10pw3Iuy/ZN4ahO7Xhqfzx1+KWCK+Q7F4HN7itQxDmucKFcJHOUuNwOb9LKoy043pUrWEhiLjsXKlfDMrmsjtl9PkXGnMuUHDqvmRz2eS5nIHMKHDiX6vc5oNrKHFisg0YW+cqOLHNwxdHlcgcb7uzuQcVpiJyL6lozrzjQ8TVCXmEQpfK4rUhecZXbUZyOzpOMy6os0+e4PsgdBudHho0dTS5jDvoxBl1eH+XQ4CMPx7j722kMlLCc2/L0zc3d/3ZXYx9j3HnhGvbj8hxAjaFf1IZrrdA8bZ5eA08zW4tpLmvbX4dqq23/uu2f6ZeqHorkqvX42Oei8rkMv6vlLBfJnIuzyD1Ex1PzOrteKnguwmZplW9Wv4K1h7QRYSsbmhmtDLOrVkjQGaFddvbCi4zoTGTs/1yoXA1TxxEiA5wZ870OAd6hwnrIVdXfSrnPyWV4jtG5gjiX8uV15zQrPOUgRA4scmuv8edydDa9bIxx5yVV6Di4rFLgyjHI2ljREyrIQj7wnVAVVGGdLPDKfte9J/DCPJxXFGRFulrlZ/o5Wl+lG9ioYx47jpGTqoIqM7vjICLvkItYD3mL3MF+naP+wjafL85NBWI+BpTBtryv1be3N09fyDdPL5enkT1t22+yLMpTaNt/Xtvva897Ge3tTG4lrfJ9/CyjyiKOZXqw46nri6d2vVTQ05nc0bTqMzLOVVJzmSpXMkoeUVUGCkxKR0TsiNArj7eoMlUvalMhI+Is7XOIiDvrXxlZz1dlkaF3OeUcoBzLIoejNqOxROcBcz06dsx4zGtY5WzmFLiyxPzoMSo+5sfzeGyZ8Uflql4spJR39BtBPK46BmpdVy8K8D5H/FTH3i/WjfKix7u530gW8/kzc3qZz5wXcbmqixVUYILHFSeVZX2uqgxlopezYT6OBQMlFQxFzivm4fmguKrqsmyE5mnz1Pu8VJ4yP6M9VVwwa9ufoW3/eW1/tJfYViR3NK367Hiq4ynG9AkBnsBDkTVq25GR9xzEjRaJCbtXuWZAUkb9zq58ZUTl8hlZ0bng9qrEO5rGtitX1JThjcrwuOIQsBGfOZirL7ZS5TjO7JzA9Y++HRFXOR/Xe7ZfmK+upnobyjHwtVKGH8EGFw2/etswriM6HrPfCEaOAa5D5CRUOIrjch5xAKK4qpxTFVBlef6ZvQVeHSsnNuK4OgczHmec3atbowCLvxV/zfTj17OgCttifqj/XPc15Tezm9m933FnebhXeL5xHu4Hji9C87R5eg089XK1n6pMccPl2va37fdjdX4ftf1qXdUeH01nbfMa8Xg6nror/7LFU8tPCOwh40p9JhQba0eU72VHiIvkUYrhIaBODNw4HFNG5gqRV65uZcRXUKSepVdIXkHVCVBX8rl+xSHIHAnvv+oMqPNhxvvom4+z9UJEd2Rmyoa/kcPIH+W4uqx6FBCdCVa07MiOMe6NXzmcyrCzI+v5yvHAfVu566r4wb/LdudUcYwDJc/bG3hxX1HfzNOIzyhT1fEZf1U6Ahu6LMjybw6SmGuKixxUIc8VV7EO3m3FwMp5OwuskG94pzbK8/VTL23L0Dxtnl4DTxlt+9v28/wuzfbj8Syt6q7UZ150PHV/TB1PvcDySwVn6aqBncmYaSJmBDx6dSuTieQRqwSPrtQoguGGq9++4LjV1Vpsi6+WVolcJXEFsytjnJ7tR2aYve6qE8COauRkzgz+nrsGOH/mdXTMa+JQa1flt+JoxD0sY4cU91I5p1Und4z7b7zmutwm3vEaY9xJext8nDkGlbcRR8g45t978maylTKfCwdbZvc5zOXZOZDZgez7KPYGWv5BbnHQ5FxzGfwtNMo7nB/IbzyPeGyzvNU6GecVmqfN02vgadv+tv3XZPv9G+WzdFU/zWR8rIpfPLZMflYHyzOZSB6xql87njoeT53lpYJHZKKThBU65uHkZvmYFxE3Iy2TdVXBZuANc6jfwTDZUAEi6dR4IlLy1VWuE5GY+5gF7HtlFMkVlIGdOQTsWKpjb4fTyN0oPRvPzJFQMj7XVa7zuh9VtJjm/eGr+F7GDgIrUGX8lXOg7gqwY8tOJBp69e1z4OPMMeB+qgqeOaGCGuQL7isHTJVASj16XXl5G58TMx4rruLYFY/xG+U5X6UZGUeRC1mwxRzO+DjGeDVY8vKbm5t7zgSfB/49xv03sas8Hw/nYb5yaFlP49qifITmafP0GnhasbVt+++vVxVt+89n+32+vJ8qvVdGccXHGOXhXs7yMY/nOytHGVwPtUZ7wHx0dDx1Px3FU6UnBPw4I+pM5inImxE3U5ouo8r2kjVDpU0mqapXITIrYjdYlXzVRgRFWEVQbqciw4gMJhtgdcxGH48jh2DmKJjV7gwoRxTLK+eJyle838vjmVJBvni7kYOA8srw8/iU4X727O5dAXy8tHJXIHMMVo9xrBWeejlyBvOYS76/6rFqlldBW/ZWeJXH7WVjmjnHmd53RA7ETDdnQEMXXSnH/eMgizmaObT+pnWUQS5EgRXWn+U5onMBnVd0WFl/43qqfEbztHl6LTz1b3Xctr9t/yXZfjye6Z1MppLn6HjqPjqe0n0tPSGAeRWZjOCR8lbtRYSOZKMxZWVYjnOckQvrHIEyiLP+oqtcishISi9T61a5iqVkI8LyfCp5M5nZuvCxMrazfCxTRj9yLM32v+264gwo55S5ei7uRsbaETmUbpzVY1bskGZ3BNzQYzmj+hs/TytnGzk+O2bFHuVH4H1j7iHfvH0s9zmjnAqylMNaDbyitrLj2cehAkxeF8U1tYaRTlDBFnPUj6Ogiz/IS+YyB2PIMRVE+TpEecwvBwZVZvd/q53Vw/Zn64tlzdPm6SXzlNto29+23+d3abbfx5etaybD+St8UbqN8yLZaEwdT73+xVNnealglJfJcvuKXDNC4wQxXxE3IiQrWSXDspnMrMxMb0b2WAu2iRscvdXVZdQjLEhydWVqhbCsdKtXSnEdFOnZ8FSUiDK8e499vsoh8HLlAK86F1iWnTssg/kqD9fFMTNC0boyJ/luELYVOZ4uw4bfv2fOATuvWObOauQ04zh5XdRdBC8/cjwDv5yN+cI884/XVUEW1sPgKavH9VFOnRM8NjVeNS9MZ7xVPK7qEscsyPJvP3aOK965LN5ddZ56HnMW88d4cRfLy7BNzFNvy2adjoGYAx/dntXD9cUAL0LztHl66Txt29+2/1psv9IrKh3lZbLcfsdTHU+pvFk8Vf7bwb1EncmaxVesIsWIeXvyuSwqV2XVzckQtcEb9/z53f95NYvfTpm92CIqi37zEuUjYflEqJy0e4kdXc1yKEOsjGgmkzkE7Igil9GRVfkzR0GdH9F5oc4hByviiLN7+ascWHQa1NV3dhKcL5FjO3MOfPyRAzDGuHM3CtcQ/34LnVV0CCpGH9cwk4mgghoV9HCwpAIeLuO7qFHd6NHrLPjKzp0Zd2f6P/rm4wpWA62Mm16ecRS5iC9sQ117c3Nzh3N4ruB5yxxDPmM53pXiOXtdDMBUcIb1FZqnzdNr4Kna57b9bftxDS/F9mMb0d5m+RVZnDdzhPmxGjdF+VwWlauyvZxERG1gfsdTtXiq/IQA52X5e8iLWCG0GmeUH7XD9bgsW/jMWK2AFUrUJ/aniLP3jZeY7wRS5FTKj+UiskZXsNSco3wFtVeKY0cdAtWO2dwhYOOv6kQKXZ1LuO48V8Xtcyhg5RTgMRttM/07QjT6/p05B/wiHzTqbMh9XfG3rSyPvN7jGKhzAuc8W192Ir1OFsSwDAZQLDuTqTyOrb6jfmZ5mT3APFzLyjrOkAVZ/o0fzmP+ZPJj3L+rykGQcxkdaczjYAjT+Kg2gvnKOoT57jJ4jkRonjZPr4Gn0Z6wLW3b37YfOfYUtp/3EPOy/EgvZXxHMGdZDuuqcUb5UTtcj8uydcrO9RV0PLUvnlp+QoA3tkroiLw8yIzQLMftRbKZPJfxeBhM2KMOQdSuuioZ1WHli4ap+hgLX51iEuNYFGFVnhp7RsxKnQjKePNxxMPMIGP+zLhjX+f8LeGM48z3SEFj/RUoI2hm0sD7t1+RRaOPZTye6pVal+e7AijDvy3k84HXbMXQs3zk0GaoBFVYxvLcxhjj3gvdVJDF5b5Wqp+VF7j5eDLu8twUf3F9EFUdy7ziPY2CqigPy9QdK3Y6PY95iWNDXrIzqsbPwRbyLHJ0cd6K577GM642T5un3uY18DQ7jvaSuaG40La/bb+S32P7vR21t1G+Kov4i/Kep/QW86TjqY6nzIpPCMzIOcvncrP6IywredwH5+P3rIxlVHmFvLyhmRzKqP/GnI1RKdaoLMvPrmxFV7sUiXneewhbWWN2+pSBjRyFmUPp8lyGdVn+IR4hVDI+14i/R7lrdvdRK087lBL0bzx23ijngO8csEPLjuEYdx9ZRQcAnQPO57sCuO58d4DvTCmjHzm0M4dLcZW5wjzBj48v4msU8ETtMLcxP2uTOT0LshRveU0cmT7OdAXnsR5SBjYKrpibzE+si5xE7qNjiuOs/p7a85nDyG/VDp8L2K7qQ6F52jy9Vp5yftv+tv2XYPvVvnI+65eoDpZ739E5sDeP++B8/J6VsYwqr/BS6alIruOpeR3Grr8dnBFaKa0qeSMlWMnj9rB/RGTYsVzNP1qbCqpk583zdPTCCzVuVlZOLi7zOg+dN8MekiOUQT6HQzDG+l9dqTYixxfHE50/mWPO6xJxPuNxFbhHfuxGWPFSObIoz8Y/cg6wjTHGvUcCsR822HiHAY2/t4PrFjkGrKyVY6DedhwB9z77bbYKuFQd9Rtu5mF0VzbqM+M0jkNxOuJyppcjvqr1jPSDymPOet+Ks1mghVx17jlubm7u6ChP+5ywfZwD3yVAbkfz8v7QqcLzAfeHnWBVJ7uj1Txtnl4LT32t2/a37b9024/HvJ9RWcQBxeuIO3vyuD3sH4HyPE+uG8mscrO63h1PrcVT5b8dnBEzMpSKvDygClEVISOSKkJn8tG4VBsKaMT2gI0ugkltdp/MGVm5zYh03FaUx21ye9GVLS/juTFc+av8CJFi5OOqMWeDvWL4K234uFZ+S6jmxXK4FpHyXVW8av3VsTL63h8b7+yuwIoDMIb+n2FfF+UQcN6sDXWs1rSquKO9nwU/Xgf3OwqyWAbzoru23BbLRHzOnFqs43PP+DzjbgURN/074qHZC33pwRLLOHdUIOc88m8uU0EU6kyH+m93hLeF6xu9mE05Lr7XMye2edo8vSaetu1v23/ptt/ls73lfOwv4gqPiXmh8ljXRXlYV/Wj5KNxqTYUvO5edDx1VybKV1h+qSDmz4ymIjcP/KHIGxFX9R+VqbkzWfcqWUT1LzIUZmT1MkVilFfEU3kZiT0vu0KFqJK1ssaotKJjNuAzRasMOdf3NDsO2HfkKKhPVMbrHZ1z2ffKeiJ4n9A4+36rb5dBw+/9K+eAEf2GUBlxdE6VPK+HOjf43Hc5PhfxnFDHGSL+MHc4n+9WMbd8rlmQxYETy0Vtq3Mhc5iZp7NzjfX1Km9ZX6gAi7+Vo8m6CwMrlsU6KohSjjMHUcxfh/odNh4zdzFwUnre6+J5OeNq87R5eg08dRllG9v2t+2/NNuv1j/b84ynWB/nrM4v5je3r/Ky9nhNK2Vq7qhPIplVdDx1Px+RtXHopYKZTLT5TEKW20veGaG9DPMxL1KgKKvKz0FgBexTkTOSV1eSItKx/B4Se5szmWj86koVy0VXs7hOZjwjQ6qMsMozix8/Vc7DzFHgfqKxROeLMh48t2jNva0KFJ9cSSFHlGPg+8YvGFL7ifzhOw1YphyASGnjeJUzirzFtWIus6zi+4oeiPY44p8KqrhOdCeXg6VKkKWcWR5XlOfrl80Px6+O1XrO1rcSbGXHfIfK+ff8+fM7wVbWppnd4yfmmc3fxO5tocPr3FVrxU4xO8uzdc7QPG2eXhNPUb5tf9t+H+8l2X6X5z2cySi5jqfq6Hgql3Gc7QmBTM4sJ+8emUpeNAclr2RwHkomI1RUFm0GK0tMr5BZkRXbiK5ureaxEs9IjCcDz1lh5YqW98NcUMYXyz0/cmoxbVb7j2uWreZXnQE2aNExr43KryreSJmwAmPn0/PUHQU2/srBRc7wHS50Fjx/jHGH9yyHDuuMp+xYKGcA87k8w547qPxRj1eroIr7wY+PRdWL6jLvZ+fO7ON7FXEX96IKpfuqAVbER5R3nvk35mF/UeBnZuFj0MyhKPjCdnyuvI6Ks2wD8IVhjOZp8/QaeNq2v20/8hp55HKXYvtxr1S+2v+oPvIC07hvKzKVvGgOSj7iYiaT8TIq63jq7pwVVuKpXU8IzJRTptRUeq/MLA8nz8oxIjbL4BrwmmTpCJGS9TKVxvzZ710yGZ/jQ5B4RQbnjuRePelxnbyvjJcVZ9SPUcFHDoFykjPnYcUxxflUzj2Xx/XYo3gr6+9XOdVdJ9zPyKl1rs6cA66LfeGdBDT2aky+NizrcuyE+hopB1WtoVLeEZgvvK/sOM6CKuYb/8Z69vvtSjo6X2b8zj64hit6dwY09hEXVoIt5isHW56Pe4l5np+lo7mOcfe3tJh2ROnqHdsIzdPm6bXw1NdT2UXc+7b9bfuf0vZjncq+Vrih0ntlZnk4d8U3nv+KvtzLU5breOpYPLX8t4PZcYW8CnsJjv1GeVgXx7yqTFfIvIKItDM5HHd2lSsjGdbBtph8LBfJqDFHY3D4nHB+fDwDG1jcb2WQvU6kjDGv+qjgqhOqDL7vwcxhVfumFHOVvzMg71jp+Pe2bVJxogKeOQfMI+YWGmll7LEtXBvmML+sSq0Nc9/3R90V4LFkUByocoTTsyBLBU9ZflZX8XqF08zfzIHnveBjBeYoH7MjoBxSz2eecn0M2FBPcSCnxuN9YHAU5as7W/z4K3IxS7vDrHS6QvO0eXotPG3b37b/2mw/96mO1d4zlxVYRtVRMthvlId1ccxcrsqqnFzlKNfteGp/PFV6QsAbipRnRnLGjKzKAJ2DvHuIey6lOsPR9hT5uLxCWDTEGUEjmSqpZ+RUhqcCZTCVsYwMcpaXGXdsX9WPHALOj8YWGQbuV63BEcXL+6SuQEZX9Vm5ZmBnEO8AVBwDngeXZc4E1ue+sC6vI+dHhocR8a0SxGR85MDI54P1PA/lZoFX1v9qoIX9M2cz3qo0IwpumJd+7PuFzivWVYEWprlNdBIrgZVyLpW8CpI8jfU8rfJwjdWaKzRPm6eYd6k8dfB+tO1v2+/rfCm2H6E4rvZazZHnG3HI05U6PCaVp+pyGeZV+Vg5v1dwtD3kr2or4g/XucZ46tATApG8o0LWiFAzgkftZHJqbJi/olAR6qRbAW/2XkIzUZEIEcmZfBmJlYz3tULqGTkrJOd5R1xg46uMrpLFPJZjTmb/V4zfOD7lEER/RZRxXfE7O2fVenKeWnvlEPixchD4zoG608V3DPg3q2zMx9B/E4Tc4jsAzDu1VsrAMyeiOwFcf6YLVNuYjniW8VfxRHEp+ss2FWgxd1WQNQu0kPM4p2i+6puPM3AQFH3zHVMMlvjlbFmghZzAflVghe2gLlaPS/PdVaWnmHeKq9yeO90rf+fWPG2eXjJP2/a37b8m25/tTySPa6L4oPjhaW6n46k6XsZ4anpBAI8jZZkprwp5o+9ZG7M8Hne1X0VgrB+tUbaG2ZWZ7G8yVsmsHp9CMLGqeYrEPj68C7BC6gjqilZFcc6cAzzGPDbGnOd7zm+6RjnliKr62M/MUYi4r+aCaxQZHbWG0boqvrLT6sczZza60xXd4WIHAJ0GdATQQfY0Oq/Yhtnd362OoR1alYdrhWvJzkDljgjucxTQREFNJJf9fjvKy9pU+dm4VZ7Z/I4XrulM91Z0hkpnnGQn1o+xDeQiB2jMaZfzbwTfTWXwb6xVXvb7VzwXULdg35EjrdA8bZ5eC0+j/cRyPMa8tv330bb/4Wx/1N5M/yAHsjT2w9+zNmZ5PO5qvxkHWZfM9KeXdzz1MPHU9CcDM7KqkwdJotI4IJwcp4+QV+XjfHgMFdJGc5jlqXwmrBPBwb/J4vEqx0CNWRGGiYZ5KyTGNJKuQmpeE6yvkCkA3kc3yj5GL8+Mv5LDdpSTEDmcyumsvqk4MwRcptKYr9ZHrVt1zY84BezMKufAZZHXXobGHh0Adl4jh3KMu3egvA46AS6r/qZIySnHebamsz32tOIw88vnhNzZE2RV/tKN+4m4j+PNAi1fq4i/2fohMkO/wsuIo34nlnnL3+o/3pETLKOQBVvbtt3joM9fcRLLsJz1TbbOzdPmqcIl8ZT3qG1/2/5Ltf0uU/04kEsqjX0jdzid6fJKHufjfHgMmY7ksfEcZnkqv+Op88RT5ScEKpht8F6yKoMQycxOqIoSxXo8j+g4y9sD3NC9ysfrrpI4qz8jMadxvCtpxmy+M44ofiiDWzHMnpcZ9Yd0CFguO66sXXXNPa0MOCtUzFfIFKZKK4ONbShFaXbX2eR+Fe8jnjO3s3Olsq6878rBNLvrjGJd5XwqvmAQhfU4sOIyrBO1scrpiLdKN+Fe4Lox3EFERIa/Gmh5GfIZnVB1d8rsblCE4LtYyE809N4GryE7uVgP1zF7kZuvFXI/07e8P83T5uml8rRtf9v+a7D9q3sx0ys4Xk5HXEJ5Hr+SUboP+R1xLtKBPI/oOMvbg46n7iKa79mfEKiQcYWsTMysTkbejLRqc1lWLWS0qDNyza7eRKgQWbWtyMrtVZQht1chdSVdQdV5xTkqYzkzmixXcRwwL3KUI4eg2n40fpXmOfma83rtWXfcN1c6/s3HKDO7w4Xj5DzmTeRQMq+wbJaHfbETq2T4uLqe1T1UPIiCLlyfKFiKnNgo4Mq4OmurwmPeV7WWvKbRGkeBFuowM7tnWBUnMShCHnM+9qUcRZdlfjo44OI0gu+Y4t7P3uYerSuWKzRPm6c4lkvlKcqputxOtncs17a/bb+S4ePqerps9ePzPppGdDx1f1wdT71A+V8GHgIVsnJ6L3kzAqv+1Xd2nOUpmVmAm4GJHPXJV8WiR0tmBFOOS0Tqp4DvMx5XDS+WqccKWZbrRXlm8d8WqTF5nchZ9bFEhkNx3xEp6lVFu213/17I7C4HlWPAPPeyGXfcOfB+mbv8N1fszGIe9qHOA997f2lWJut5eA5wPxnU3uKcov1mvnEwpbirZLNPdD4oGRyncnyj8y7SzzhfXG9ctwxRsKUcVMVZ5K7vL9d1R5QDLR4n8kjJzMCBFT/uyucfBnWst3i+KhBTaJ42T2e4BJ627W/bfy22/6HB/Xua+cG6l9MoE+lB5pU6T7Et9Z0dZ3lKpuOp86D8LwOzj9n61SvsQ6VX2+N8noPqT8mr7+x4DyLys1OAx/yNL7zAuak2zPQLMlxmRuIKqTG92t451lLtOx5neRVnwuux8Vd51RcOYduRE6HGGylsnjuuD6/1bO0z5xXb4DtbLpPdHWCZMe46snwXzNtH5zFyDHwt0Eng/x6uOAwRl7COai+DcwDrKa7xC9iiY0xz4LUaaHFdbpvHmb1hO+Lp8+fP76ypWttVvs54ykEXcoo5x06tcxrv2nLQg/NAeR/zjBc+JgcHVi7Dd2exHt/ZVb/hxnnPnNfmafNUjf/SeIr6ONLXav/YxjIn2va37VfHWEe1lyHbR7WvzJFZmsfL6dX2snNLrY+D5dV3drwHqj7yUx3zd8dTxQsCnKfSqJA8fYSMlTT2l5FakZzbWCUwY2a4IrAi2bOhaEwrbSB58IRYJd2RNPcXGZrKuvBeo0JShj0y9vhhBxPb9WOzu3fLvK1VhyBzRLIP7qdS0BUOR+uq7hCwsmKnlBUklvHHjTs6AKyQ2XCb3X+BED5CiHIzJ8CROQFYT7XF7WbryeXZY9XMAcUJFSCpQGnG64znqg//qN9rZ2P1da/o5lXda3b/ZVfRt388PcaLQIjvuEb1ze7+Dpt1VXbniIMq1oO4XtgH2xc8H5mTnsYgENe74jw0T5un18RT3l+fD+9d2/77a8do2/9wtn+2BzwXxduHSmN/kVykC7mNo7qS9UgVHU8di6dKPxnIFGilE1V2CeTdq0hxDNX5KygDqhQMK+gIqKCQnNhfRCZFIparpBEzPqj+ovkyodXcsa1oH484CbN6KPcYDoHiezT/lXMVy9WVS8UZzPPjlSuWbLRXHANlmPlciPLwGGVUHq8F60AeR7SubDizfVfjW+FpFChF/fLj1yxvdv8vuCIu+5qoNqJ5qm8+VlgNtDDIwmCG75wix/DOldkLxzPiCz6KmvEL1wXPISWbtaXWNZKdcbV52jy9Bp763HH9o31p228yzfDytv3ntf04xmgMLJe1odr0saymeW5KLtKDKMtjic5FRsdTlxFPneUdAkgGTEeEU5ufta2gFGRWno1v9h2NZVXRzsCE5itUSiGrMc5IzLJ7FZsCnxgR4c/VnwMVOLaNZSyrDLHXy5S2qlfNW3EIVB6Oj8fFc60q40xZIPc8rXiolCDfNWBHl/c9cgbU+Hm+mRMw2//ICfA0zp15zWOtIOOWGl+lTAUwlaAL0/jNxxhkcfvKEWbZ7IPjVntcXVNHFGApDnoAhTLqrioGWc4N9cg094uOq+fhfrks3nXiO6aYlwVXs8AL07MLrFnd5mnz9BJ52ra/bX/GMbX/j237K+h4SqdX0fHUOg6/Q4Dls3Z8wCvprP5MSXI7yhnBcc+Iu6pcV8FK1futPrqi6s3qZCRm0u1NR3M1u38Veg/U/uMxKvvMcXUZ5of6b+KonjL0UVnmMHCew8eixoDrqM4hdazA5agE+ZidAXV3a4wXvxF0WbybhU6C56FTy3neDzqn7ASr817JYP1I78xkkMMz4zzbc8VPz8PfW3tbyCP13+6YzgKq2YvZoiCMv3FcShfPHFreM8XHCKg7Uf8obnra7/4wZ29ubsI2uD8OWpCzPn7+qzfkLs+B8ziYw/b5/7m9P8VZDtgyNE+bpzi+S+cptofH2Gbb/rb9T2n7lZ5R+zjbK5RlTs/SWX3Oi8bMa5vxUM0D62VzrerTCLg/2G/HUzGWnxBQpJgRUrVRrVslb6YoUY5lcDwR2XncfKzSFTBhI+DbXfc+ipXVOTeJeU7VujjOyro4mGtoTDNuRDLKsKNM5pRiftRXVq4cA5/bzJBUlfIqVyPnEvc6u7vla8aGXDkEeOUdOe95zBsvR8fAcXOj/6bIyzzNdxe4rxWZ2dpmfGBeRI88e1nGH9VmdDx7OdusnQqvM87iXrLeVuuZ6QjPQ37hfs/46oGXj4P5jo6hcyIaBwdi6i5tNGZeQ8xTL9TCAI3/qxsd6SpXm6fN08qYL4GnPiZPt+1v23+Jtl+B9QjudZRWbVTrZrxSMoprKMcyOB6W57yMl3vXsuOpY/HU8hMCWJbV84EpsinsIS+OUY03ajs6RnmcR1Wx7lG2lTqobCNSRm1lJFZ19pCYoZRkRnCsd+QKV8YFVmBHZWa8i+RnzkLWn69jpV+ew941xXrIQ/52Od5bz3Oe8MuDHOw0ImeZw8y76PyMeIvfkfO5KrNnPVXdjAsZ57CO0ndZIIX1Oa3qR9xd5bLvTcbZbH0zfRZxE3mEDimOh+9YmWnHlB1ML/c85YBiQOTjVAGSmleFA9iPOndmaxqtb/O0eXqpPMU+VH9t+9v2q/V4bNuvzgGeR1TP5xLxgdHx1Fyu46n7OPwOgXMRdKU/bJPHUSWvIuUqcY+QWJFHOQoKaMCjPrH+jMQss4qonxWCH4G3h8dqD5WxrchkSnJmyCv50Uf1NyvHPJwbg525CJHxXXEIvD+8a6DGps6tSHlm3J4Zb8U/NbcVGTYuEXgMlb3msihoUnyrcC5yVM30i9lUUKX6ivr2PVJzzL5nUHewom82ruqOFR6b3Q22PM3nEQZLGCBhOtprb0sFVlyG3FzhD/I1W9fmafP0Wnjatr9t/0wWv5/K9legdI9Cx1N30fHUeeKppb8d5M3PFMuMoBmZK2TPFGwkw/0q2WzuXEelq8jIm+VnxJyRfva4iyJVdmUqqsMGQo230vfq1S21NzPD4589DoCSwbxIebLjqto+4kCotWDlHK0dG3b/P26+AxXttx+zA8BQdwuQH5GCi3in5o7fzP9MRvXJfFZ52Xy5Lh5nXJmVcTorUxzLgjb1Jndug/9mK+O071s2VvXNxwps/KNv//h+4VV25CwfO5SBxiAI39iO9pGDN1wjDKxm+xkFbFnglZVFaJ42T6+Bp9G6q3q8T9n+85za9rftx/pHbT+mcV4ROp7KwfU6ntoXTy397WBU5gOI5BQhq+2sGmvVZ0RgHEumVKI8heykRvBGVk8EJgde3ZqdFEygaK9WSMyKMJJVc83aQbmZsp05opmDqeq4TMQdJeP7gC/MQtnIIVVtZM5CxumI1/jNx9GaI9ixwz1Rj7ZyWn2U8Y/ueHkanVjvw2Xwt6qeHzkBuLYzRyGqE+3B7PxX++rr4Hn83+8c/KjABwMl/6y8vI3zKv/fHt2V5To8hxmPmYdV3Yh6IgqY+OM8ZT2kAi0fH78czWUxT/03Ox7jOGecwfbxHPF+FC/x97NcFjm/iOZp85THfIk8bdvftv9abD+OPdoHxVuG0snVdhS3I55FfUa6EMeSrWmUp1Bd046nzhNPTS8I8CYyiRQyMh9tJyNvRnDu1+U4P5LNxqjml0EZ1yqh0TnADWYFF4FJg20o0mVE9PKqg7naTuWqq2q/YjQxv1JHORZVxaocgFkbM2cgUt54PmUKWaUZfEWRued3mvhu0uwOgY8TjX9VaSJ/lBPA6xs5mNFeM/dX6kSKWK15xIOoTDmaOMZM382CMq6rXt7G/WRB1opTy+PFcfOazcCBFvIU82YBl+ImfpvZnburmM8yzFHvC4Mwz4s4MOOez4256rJZWfO0eXrNPMXytv1t+3F9L83287qrvY/WS3H4HO1EXMOxzvQ2tsX5q7rS2+D5Zeh46nzx1PQnA/49W5QVwu5pZ0YKRd5oDCiHdSMiq3GujC0aq4MJra468dUplaeIhyRgEqESUwotyuO+GOcgNMrMEClrb3+myGYKcOY0KJlZfiab1WHe8nmVcbiikHldqxdl0NHkfvCugKrHxh7rcluo6DCPFaCqp2SYq6rerI2VdeX95Tq4j9kYqjypckrxKgqYKr/XVn1WnO/V9eS1VXepmMdYxtxkpxPvhmXBFgZQzCfPRz3PHHSooKjCPcUnDuJ4PNE56XLN0+bpNfA02qO2/W37M5mnsP1qbmpdMhm196vtVMfa8dTLFU/teqngUcLOyMbtRMpanZRR/XOQF+eiTpA9YBKyMcb2o6tZmKdIjG0zonFXSIj11Umx0laF0DNkXIs4xI6tH0cGAQ1zJpPlq0/mELDBj/hc5fIKV5WS428sY4PJdxoUIseA5xmlo/zZeFQ9VSdzHHgO1bsEEUcwHe3rjFtZ2cxJVX8TFwVcM85W+ot4y2tbQeSQIlfVHSwPSPiuFbbDHMU8HCPyhv92Ta0R33WN9hBlZ5xRgV6UztA8bZ5eA0+jtce2XIbHiuWzcSieKJkZt1c42LY/T0f5l2r7ozXIuI5lHU/l6HhKt1PF7r8dVHI+gGxwkXJiMkftqBNZtVElb0ZgrKPyj5JYkZfHapa//VK1l5EY20aZFeWtyMZ7ci5CVxAZiqMG38e6UqeicKtORdR2ZAAqfK5yVt2pwmOVh/3io4Q+1uhuVzRGxWWlMKN8Vdfz/a4ZczXjCs51j/Oj2q3soeKBB0CRE1kNcKLAKWsXy7mO78GeQMuR2YnZujr4UVbPm31czuxu4KbuvDrU46reDvMxCqy4Po+f28V2FH/VccUu8Ho2T5unl8xTXn8eQ1TOacXxtv1t+znviO2f6ROW8zmpci+L9rfjqY6nENW13PWEgFpkVY5kiQiqCKSUJvcTETM74RR5Vf88t+iEOUrgDEjmGZHVFS4kVzQ2RUAkmyKaIiYrSkaV0NE4Z5jtKRoDxd1MkUVtKDl2WjPHVTmikYwagxpftAZqXWfrzHxgfvHdLJdh/pjd/z2Xl6lHYPF3iUphenvMqWi+LDerg1zOHIfobsNsXSM9lnHB6ykuKD5FQZD6qHLm8Kx8xvGMy7gu2R5WgIESts9BCwdXioc+HuQzB2B4LiKQazw+lcdBE8r5cRagMTdRPuK7Gguiedo85bxL5CnrbpXGfcX1Q7noOOIJy7Xtb9tfPf+j9cZ5qnLksNK7aj4sy/LYh9JzkR7k8URcZHmeb3Ss0kfQ8VQNyxcEsk1lpZshI2fUbkRQVZ6NbQ95V5TrbA3U1SNFQjxWBIn6UUY2umKlSBqVM/G4Dx7XKqFnJ0KGiHuZ8sdjH9PMqDLPWDFX+4ryorFwflQ3mzOuSRVq31flMh7M0jgXdjZZzo+9P3a4eYyqjstjXTwfVf/cxmydsr2K9rwqu8oX5WCyE+t7GJVz+5UAS7XLe1LhiLqbpb79WOk6D0zYGVX94pqZ2T3nFcuZf1nANAumZud5Vj/jToTmafP0GniKe8OI9ku137b/PpyLR+Ta9ufoeKrjKez/qeOppZ8MRDIKrCy5LEJWbwXRCRIpfTW+qmJdHSvLV8ibbS4rLq/rc0GCVRT8bNwZwTInpWocZvmzMbLxVOV8rMoyB5fr4CdzQmeKd1YnK49keC2Pnlt7MVP+yNHoar5yXpHf2dx5j5TjoNqoKO/qeaV44vOojEPxK+MjjjXiWlaWlauAahZk+TmlArxo//iY19PM7hnBaE+YV6yPvNwDFw68uP6Mh8y3aB2jsmhfo/NDcQ3Tql60rs3T5uml81S107a/bb/6Zk4+pe2f6QlGx1P52BAdT+2Pp5afEIiIkXU6I3NG2D1Xs1R7UR6PWRmCSHam5GaIHsnCY0VMJAITnMei8hjVq1qMbL4ZaZUSnY1hhohDaAQqe8r5mSKMHN6Ij5HyrMpXnY2oDzVXnrNScCtGL6qXXfnkNMtU58WPtLrR5/65nejuHY9hdnV3lbvRfNmhVbxV+x/pQparlmFQlLX/7Fn+W3A+92bnjVqTylpGwVZ0jAGVp6P9MLv7iCFzgr/PtQ8+vmidIj54PV/vvY8QYp3mafM0KntKnnI/nN+2v23/pdl+VbfjqY6nIuD+PGQ8tXRBoHIlCgeZKaAZmat1Z/J8gkQkn13FipTqXkXAdZmoDC5H46/qofwKAWfGAftXdyOqQCWrkJUp2czQYhr7xnzm3swAczqqFylWf0t2dHdqT5vZMX7P9iXKV1dYsQyP/cN7hA4t3t3Cvn3v/e3XszlFTu5szzjNRn/lTgI+VjZbX26HxzEb4wovsiDIy/ijeKrqROOJAjNuT82b1yTjJMP5pngaOX7ILwxO+K4r88yBfEO+urzzSI2P1zUqYznkWhSEZeuqeMhonjZPr4Gnbfvb9l+L7Wd0PNXxFPZ/CfFU+ScDmYzqPJLDsj1Xs7J+WK5KXh6jUkKqfAYeX7YhiszqapZSyqoNlPexMMlYaWe/p5mdBBGh+apd9QpXNI4MvO+ZjOKB4oXiEiv/SKFGn4qRX5VVc8r4WjVes99YZXsXIeKaOtdQNpqbqod1cS3xHFBOBLaJfUSO+rNnz151XCrroPZV6cFo/3l8e/I9UIrqzMbIeVHgtcLjbH95/RDRvkSOKzur+CIr7oMDq+jOKgc/EeewXR/76h5Gx4rfzCM1xuZp8/SaearWIpJXY+H+szZxjCwTrckqv/bIqjlFvPT5VNC2/2Fsf8bn6n7xOerHWfsdT3U8NVvrXT8Z8IFUN3JFbvWEqdRBOYXsKjP3m/UzU7RVQiuSer9M4hmxMkUVkfkIofbKs9JeMTTKWKh8xZ1onBVDwWmlUCPZqDzjGctVxoSIxhcB7xqZ1f+uJWuP+0clG3Hcy/yjFLi6oo/nTrSfPB51zPKqfXUnIUM2ntmeqrorAQ6uWcSnlcBoVn+PY1vZE1z7LL+iT5QBxj736INoXfAN1lwW3ZVVj4HP+lZrtsLRbN7RcfO0earqZH2rNavyNGoj2yslm/VdmUfb/hxt+zW8TsdTup0MHU/lcnviqV1/O8iI7hx4mRqsakPJKeWHfSp5Ls+UgbramxmZyrgjWbP7V5Ec0VUeJi4ee1vKMVAKi69qMWlVOxmqV6dWr3DtRbRXvMfMjdkdgGyPI2MTcVfd8VL1XHZm+KOxzDjOxzOgg6B+b4Vyqn31iJa6S8SOAD6+l62FcgCi8xX5Ft1J4HMmO9dwrDNkOsvbz3gc6bKMIxkf95Spc2Ylr9KnWt9sTVeCqghRgMXjUneXeM5Hf5+Nc8vKOHBTZZnOiNA8bZ5eA0+VDHOR+8Jxtu2fo23/eWx/FR1P3UfE146nzhtPLV0QqCqRSKEjqRTpEbOrQ9j2KilZLjJmisTR+PauDZLQTD+mpa6a8jETYYXsOI4Ms6tnSNTo6tTedVqRrSiurJ6SR54xdzkvM+JKKWf8q8pn50GkhFfWGIFcPbqfzNPqHqg7VNge7hUafXYeWKFG41VjYUcnmyciMviczvRThWeRfKUsC5p4fVf6UOdONvYqMn5ld2YjfYbroHSayymHNQu0qvNeOdfVeNVcMI0BWoTmafP00nnK66n2hNvO6mVjiXjRtj9Hxnmzl8v275GP+ul4quOpo+cgo/QOAR+cIyNflXhRX5ES4LHMlHymRHGcq+SdEbe68OrRFWyfybhC4khhcb+KWOrqLdZbmWOE6EoYl0VjUVDcica7YnyytOpnZqQjmYzjmdysLxzjEQPGfPE+qldAI12h7mBhHcWLaP6K/7M9rPAgmoeSnRkCVT/qM9JdvOcRVzIOPXsWv8SNX3ql7qJlvHQdpl70VuEyIrsjotaaAyHWd/jx9lEX+cusZnzj8mfPnt3Rufzitoinqix7HLvCCbWWEdciNE+bp9fA06wNVVfJqnRlvFE9rmPWtp/xstp+nBOuheqP5VaQzTHjG7cxq8vzmZ0r3EfHU5cVT53lJwMZmWek87Jz9h1NuEJ4zM/IGymHlXE7mIjeV5XEWM7yWb+YrigzJVMhIyrsbCx7kRlDVlS8hyodtcf9RcpPyVXq8bmC5VH7qixzCKrninocUHEwcwwypaceu1LKmfN5DLwWeBxdxce7ToqbUZp5XVkDhcwY815mRjmTmZXN+JWVc56SqTrAakxeX60nj1E5qmZrv3lVep4DNjX3aC247Wy+2b5n+1iRYTnnvRpntC7N0+bpJfOU9wLbatvftp/n+9S2v4KI9x1P5eN2dDy1H0vMqZKvatyixVSKGPtTihDrRu1zG9lYj5BXGdZIsWftza6ecT4bOTUmbFedwLM2Mgeouu+MvRyqys/GmhlcTqv5MzeUgYrWXNXh/md84rHM5DIuzuahPtH8K2PI+uN1ioKSbC9UPdV/NiaWydbsCNRdA2834w+OtbL2kQ7ldtV+VAKo1SCLx1bZZzVvTHs7s7WJylU+5/GeRPxVY10dW7Y3EVe87NxonjZPL4mnag5RmRpnVaZtvz6HVL1VrkScZO5k87g226/qdDzV8RS3n+GcHDI70xMCezqu1JttfLXdGXEiZeRQ5F1RFlG/ZvpRlzH0b1SwvrqiylecVD8r4Dmp9s/R7rmxosxncllbmZFTeZGBxTJ1h0C1GRlE1WZmaGeIeMYcnF0pV3cMZncKfC7Mb8zndYnuLrAc52XpTG6vIxDto+JMJpMFTRlPo7zIqayMZ8b1aO6OyPnYqy/4t4CqHaXjmJPV+fKH2+C5ZXmqTXXndLZP0dgqa9o8bZ6qNeLxPDVPeZ0ifs3WVKVXuJrVnfHarG3/y2D7V7G3j0iH7D2vVBtRn5GecHQ8pdtQfe5p9wim7xAwyx+dQlSvTFSu1GQnZmRQZncUUEb1o8g5I+/K2B2RgvR0RuJISeKxIr2aV/aGzCpYNjvhVsEGozKGimHOOKTS2O7MIYiU7iw/Gp9yAtT4oivoauzRWjGi301FMhVlO2tbnQ/ReYef6HeD6pFDbiNyNir7pcaVIbsTVulnpq8iGTU2xaeMb5U7UKt3XXFNsr1W61R9LM/bV3okO89VsMVrFAVkM50wm+eevc7qKWRcbJ42T7mfaK+ekqcV3nB6Nv5srVlmtn6V/Gh8Mz7i+mRjitYmQ9v+89t+1j1RO46Op/KxOzqeqrc9i6eWn9NaIXPFcDCZZ4+3RO0pZGSeKVDVH5fPjM3KuPaeSJWTac9aRcrISYXIHpnBtHpEUNXZ8/jgqsHDMWBatTMzClzGfFKPVCn+VR6/U3NccQjU+KJ+VLo6h0ofzO/KHKK7KLM9idLYLqLCwT2cU+Oe6ZRKPq9rFPBkj16qOlkfM85U5Ff5otahMh7VV3WMVZnKPqDMbI9me82c2cOlDM3T5um18DRLK7Ttb9uP7SIe0vYzOp7K9UBlXZVspHdmY4naWB0Xy11LPHX4B4Z7lO9q+3tPttVxZIqFy2fEwbJZeXY8G1OUPrLm3O6R9d+jXI/2pU5CZVD8W60ln0gqzfKMaI8yYzYzdErRRGOJvrMxR+VZm5GimhmQaBzVdZq1xQZApWdjy+qjzLnONzV2zKuONzLQmK4aNrPYscjWlPvPdFm056oN9am2E/UdjTk65zFPGeNZX5nej/Yzak/lz3Aunds8bZ5eAk/b9rftj3h4Tba/wveOp/Ly7Hg2pij9ssRT53/jUAFV47BiMCqKSLUZyfFJXyVvZkyjsVVJHJGhOicch5pjhr3789jIjGwkE+VV+po5Ylk/M6Pt3zNOo9ys7Rkvo/LKeCvjiwx99ZzI2ndkV8Vnbcz4U+VTdZx4vKIXnXsrhq7iBFX5kPGC5aK86p2h2fhW6mZ2IsrL1ihal4zraj+yvUGZijPLeepOQiSvypqnzdNL5WnWruq/Op5KX237df/R+CKeZXu0uq6XbPsfCivnWLWtjqfmc8JxqDlmOJceOjfOfkFg78lYbadKhEobM7nZWI8oh6NKMKq3d84V41PZp70nwxHsba/qQESKSLUTGb8VY6jkVLlyus5txHmc6lu1qx4f5Paz+pGcSlf2Ipv3bC1WUG0nm7+6AzHjxKz/PcaU87N9UW1HaZ9T1E7URoRq3VnfUTpqZza2iGcZZ7P6UfmMM9n4Z2ieNk8juVk+lz8ET1e4nNWLOJZxhttR6xbxajaG6PzhdZut3SoXonlH36rdtv3nw542szVX+VUdO2tjJjcba7W/WTuzdlfGs3fO2bpm49qzBufkXfmCgOp0zyMjs7sNqws4AyrQrD08jq5mzZTPnrFlbarv7NE1xsoVKzW2ypg9L7q6X8Vsf86BqqKMjPKKrIPnFRlD5Rih3EMYcW5b9cXH0Zyr41Pt+XH0m7YqDzL5aC8j2SPGaYaKfptxLdvX6DfWWbvq95mzflSfLMvtVeZT5ecKb7Nzesbx7LexUVtcf8ZJrqvu0ETnTdZuhCMyzdPm6SXxtIJq/9n6V2UdbfvvlmfceFlsf9Zmx1PzMc/GlrWpvjueonqVhksNBUptaTDJJM7xG449RqliIFX5TNmutndkjHuRrfnqb1nUyVpto7r3mcJRY8ry9iAy+CtKuWJczXJFVjXi1flkbWVKuKJAV5S/y0aO7zmwypm9jstKfkVvrLSf6aOqIYz2vbIuUSCYcXdl7FF7+Mlszey8UemKAc72UqHCu1m7K7qnUtY8bZ7O6s/GdE6eRv0d5eEq1F6qdNb3bM29rG3/ddp+s46nZnUy3RB99rR3ZIx7cQ3x1C5WzBbnnC9gqCC6EnukzZkRP9J+tY09SmAmx2VVEp1L6e59EUkVFSO70seKgZ+1fdRZyeY242tV6WZjmBnCyFFQWHEiI/msLSxb2b9Z2+c8F2b7sJcnlXZm8pHBzeY/41x1D1fqq/2N2pv1O5tD1i/mqbXM+l2Vr+TN9mgFzVM9h+bpZfM0mvtKe3u5EZXtXbNsbivcqHBTyc74NuNFNpfZWI+s+cr+zdperb+3H0bHU2ttR+V7dcHK/K89nlpm2rkcinNDGbiZrBrfysl31NjsrVu5Qpz1ueKAHcWl8mW170xJ7jnBZ87KnvZXZficyfKO9q3azeqfY03PofAfuv6KQzxzpGZ19r5waWWcs33MxpDxf2V8lbpjzN+IXdXRR9Z09mKymU2rOtdHxpnVbZ42T3FsWXmUd06eHkHb/rb9q3iK+o9xfvCeZX1ma9/x1Hnx0Hx5kn8ZOIIqSbF87xW2ChkqsnvaPyKLiB7dqhqk12dEiqzqqFQc1wpPZg7HTH5WV81nr/O62tbskVe1ptk4Zv15uVpTpfifwik9lxNx1PFflWPdi/o1ci6zNjOnVI2R61RkZ/1F4+J09KKsVWfgXHKP4Yg2T5unR+Ueg6d7223bH6Nt/8sB1pUzWbOOp1T9LH1NfDp8QeChN+5cbSj5PY7GOcYS1T23Ad+zRk9hwB+rz5V+9ii9qtNXbWMmFzmOMy7sVZwVjlUd2qyNTG52vqwg2uNznc+PWXel7cwJyBw21Va1/GidqjPxEH1HdWbrU13bx3BkzonmaT7mSt3m6XnQtr9t/+uD7T/SxlP0eyTemMU259oDdXyEl3vW6LFim6N1HBf7hMBTOj6X4HRF6HXRONfvrM6Bcym6Iw7YqgJcwcyRXGnjXGN5aDw19x/aUcmCr6M46hxWx/8Qfa+C1/AcTkG1z9Wyh0Dz9OHqrshV23l94Gnb/rb9D4mntv3nQMcNGr0ud3E5mvQCcEmGpXEMvJezR+0e88Utl6YI9lzZfyxUnJvHGvOMUw+lP/ZeJa7WO+e4V+9YVds5MoaqzBEnd4bqy3/29nkJ523z9NgYqjLN0xxt++to21/DU9n+a0avyfXhInbssa+OH8VDjuMpnKMj47iUPbl2PJYz8diPIK208dRcOvIys6N46MDiKB7qrs5jrvdD9f1Ud6qfAs3Th0fz9OVC2/6n59JT2v5z49p8946n1uUeChdxQaDRaDQajUaj0Wg0Go3G4+IiLghs23ZWuYfGQ46j2vbNzc2DjWFlHJeyJ9eOyjqeY633tPFY/T41l25ubp5sDEf6fYwxn6sPbucx1/uh+j73HJ76PMjQPH14NE9fLrTtf3ouPaXtPzeuzXfveGpd7qFwERcELgUPTYrG44H3MtvbbdvOtvfXYPwY27bd+VwSfDzZuB5rzDNOPZT+2OvIPYUxrAQzD32O7G3/IYPA2RpXeF6p/5Ronh4bQ1WmeZqjbX8dbftreCrbf83oNbk+XOwFgadUTpemGBG9LhqXpHyidVpdvxX5yEl8iD2L2j4y3qNjeWg8NfcfI/B4KM4cvTp+xNF+7CvzvIaP4WhfgsN8jv6ap/v7XsXrE0/b9rftf0g8te0/Bzpu0Oh1uYvDFwQu+TGkmfyqET6Xso/qquMjjsKeNTq6N0/Bh4dwpvY4GdlennuM2ZX9GRf2Gu/q3arVOw6rc66ObYZojx86qHmIuittZ0FVJUCYjXOPLjrC2VWOrvYd1ZmtT3Vtn8KZPoLmaT7mSt3m6XnQtr9t/+uD7T/SxlP0eyTemMU259oDdXyEl3vW6LFim6N1HBf7hECEzElQsmb7ryBXjXtlLKvtH5FF+Nxn4z2qYK8RkZGZOUqOyu/OKjxhfs72YvYIJB+r+VT2+BxtqbFmznwmX+nPy9WaYt7qXp8T5zISRw3qHgOujv08WHGEI+dx5vipTyY76y8aF6dRj57b0dgj9xiORvO0eXpU7jF4urfdtv0x2va/HGBdOZM163hK1c/S18Sn5QsCD71Re8FGdNWYOlbIfoTER+oq5ebHlZNu1TlYlT1a7ylPoKjvmeFeHbOqU3UaszZXZDJH94gDEZVn81BrcXRNz+38RrJH+Fpdj1letF6s2859HlcMY3UMGf9Xxlepq4KnFSNfya+MOdLlmJc5rjNOnGOcWd3mafMUxxaN57F4egRt+9v2r8oe5eqe+o9xfvCeZX1ma9/xVF53FQ/Nl11PCMw6eMyXtKj+Kpu42nd108+lQLMxHGmfyyp7dU4FhP1VrgivomJcVk/cPUoiK1t1orP0jCuqfObQRX3OFCDm7zlPsrEeWfMjDtxDOAGzto/ypNLOTD5y4iqOXbSP1T1cqR85I1XnsHLeVM8XtW7V82pFPsNsz8/lUDRPm6eXztNo7ivt7eVGVLb3XMnmVuHGrK/K3mfzmPEim8tsrEfWfGX/VsZ5Tsza7Hhqre2ofK8uWJn/tcdT0wsC1av1LLdn8bMJneOk2HOCVxUll2efPe0dGeNeZGu+SvzIIaq0Ud37mdFayduDyChmhqjixCj5ylXNVccgG1vWZtRu9HgV97HCBeRD5hTtxSpnVvuv8gDzK3pjpf1MH6n6ah+jfa+sCz66zXtYcTxnY4/aw8/scdZo7NG5XX3cdZXvszHO2l3RPZWy5mnzdFY/GttD8DTq7ygPV6H2UqWzvmdr7mVt+6/T9pt1PDWrk+mG6LOnvSNj3ItriKfKTwhkBnhvHXVyHDUMUZ2ZIcyU2Uyprig27j9rU31nxoBRUcrZ2Cpj9rzZlaoZHuJpgUp7VWdmVdYRXW3ldYwMwEz5ofyqEa8o2hUnozK+yJAzh/YY/Ew+2svMAGX1j6Ci32Zcy/Y1CmSydpF/2V5F3OD6qk62B3v4ucLb7JyecTxyQrO2uP6Mk1xXPSYenTdZuxGOyDRPm6eXxNMKqv1n61+VdbTtv1ueceNlsf1Zmx1Pzcc8G1vWpvrueOouzv5SwT1KfsVYZEqyeiJnxJkhq1cl8mzsR8azd84V47OibKtjPgf2tlfZP7VuM8UTGdaZIuT+ZgZr9pKscxhxHqf6Vu1GL7dS7WXjytZwZS+yee81QArVdrL5s+FRQUzUZ+XcXdGhXKcy/gr3lZMw2+sI1bqzvqN01M5sbBHPMs5m9XHsPP6MM9j36u/zm6fN00guy38snq5wOasXcSzjDLej1i3i1WwM0fnD6zbb+1UuRPOOvqO9y/qZ1Y/kVLqyF9m8Z2uxgnO1s9pmRTfO9GW0NittrIxZye7dm9nYj4xn75yzdc3GVV3zVZkqLuZfBlZIrGRmL96J2ozkoqta2THmVYzJrD3uO7pStEIiNioz+azNh1CAR1FRKueaCxq/ahsVQ8t5M06j3KztjJczIzobb2V8qj0+npVF7Tv2vpSs4jBU+VQdJx5XeeljUHdLs/ozmYgLGV+4vpKL8tipjdqcjW+lbmYnorxsjaJ1ybiu9mP1/FvhStVuRGXN0+bppfI0k1P9V8dT6attv+4/Gl/Es2yPVtf1km3/Y2Ivz1HneTrb3+p6dDyV91Gt99A4fEGgMokjv1eZKZsVzF6WMSP9ComxbFaeHe89Ec/5IpIj6/+YL9lQdx+wj+hx0cgQqPpqzFXHR/WZGaGKcozusHB/1TFH5StORsWYzNZ/thbR2KLziddJ3WGJ5hrVR5lznW9q7JhXNSS8dpExnZ17Ec9U3ypw4v6iPqI9V22oT7WdqO9ozLNHCpnvGaJ1r+j4o3zYI1NB87R5egk8bdvftj/i4TXZ/grfO57Ky7Pjig5T6Zclnlq+IBD9TmUmF52wPMHsCl/0O6MIFaXEbakTH/MzwlU3e2ZsV8ZSNcaraxX9BoWNI8rO9lv9LkbV2XPyVZWRGjemMyOt0kqW+TRzRtS8ua2MM9U7WNxu1k8kW51DpQ9ldGdziO42zvYkSmO7iD2Kt6qIo3lyG9H8orXBj/p9Nudzveg33ZV9rMqw/Cpf1DpUxqP6qo6x0nZ1H1BmtkezPpgze7iUoXnaPL0WnmZphbb9bfuxXcRD2n5Gx1O5Hqisa3Z+RH11PKXxBrNJjTHs5ubGnj17ZmOMe2U8kefPn8s2Mjklo/I838xeLcO0j9Oh6vNcsB8/xjxsU5XzeDCvgkgZHDmRskdhMuWdjT9TuoiI+HvA48zkeD+wLFI0WCdLYx+sPDyPj6M2o/Gq8WN/Kg/HhzxV9RgVGR6PMtI4t2zveV04D+Wj/ZrlZ8c8l6wv1UckE61RBNZRWTuV8Ub1FJ+i9jL+ss5gGe7T55etOcLrmNmr9ZTeztpQ+Ti+qrOt5jurEwVLEc8zTs64mMko3mdrxeuiypqnL9A8vUyeRhyK+lC8y9LYh+JRxsm2/W37WbbjqY6nojyV/9jxVHpBYG+nM0NZracU4p52o/qs6JmcjojE2GbWTzYmlReRl8uV4mM5RdAqZvWPtPuQyIy6ks3kZg6CchKiuspxMLvLO1SwVeWolC22GfG8ipljwEqTDXZmjJWSigy+qh+1WXUEIpnZOkRtVaDWR41dybIMBz9qvKpulIeBkto/zmc+O4fHGJJnFf6eQ6/g+kRjz/agepc2azu764pjnPGcz7EK17M9r/K2eXoXzdPL5Cmvre8v5rXtb9uf6Z4oncntPf9XEHF3Tz0eb8dTd8sz7mD53n2f1T/S7rmwdEEg2tzKVSzVltl9hRddQcP+1FUrrPv8+XPZPrcREVbNQZE4museI6aOmbwzIrFyZhmXyx4vmbURXWGqnihK5hxXwTLOzcY6MzKYRmcQjbGfA7iO6AAgL5WTwHNYNeDKMYjkKso2MpTqe68zG/GP+0feqjYUt7N6qv9sTCyTnR9HgHvnwQr2yUEI86W69llwhvPgtcYgKtvPqO0Zl719MwvveM10bcaDGRdn+ZwXObOch+NQdVfPE87nR2nVo4TnRPO0eXpJPEV+qTJOq7lWZNr2t+0/p+1XvO14quMpbj+DkjkST53lXwaiwaMBUCcmykXt7ul7ttEqPTOSPM5IOVUxU5IReWcGOEpncnuJp8aJbSLZM7mj4HVTJ7Q6OaN01B73l+0fy1Xq8bmC5ZkRU9yZ9R21n/FafWcOwWysSiHO1iY6N7M2WGZ1zyOnImpvBmwrcnRUe9H6RnosK5vxKyuPOBPNa+WDa67awLyofNVJVW1U5zmbRySj9mNlH1f3Ws1rhuZp81TtxyXxlPcC22rb37afZZ7a9lcQ8b7jqfm4o3Oy46kapu8QMLM7V4p80HhlHKGucFWAE8kek8IrXkpWPXKCdV2G72REj7pgmz4/M7tzdQvHsboh2UnCMjPFGSlYdYJFRI6cDCW7l3wV0vN8Zn25jLrSODtpozRyQKX5intk+PAKPt8pw7ooj7I89gzZ3QLm8gwRX5hvnhfNP/pUHVrmxWp7nKfSmBelZ2uyaggyDkVjVvNDXcb5zF8uU+WvvPLKHR2J7fi+R4/NevmzZ8/slVdeuWML1F0B/GC+2d07sSuYrRfmc7D2yiuvvDrWGR+z9CuvvFKuWylT+dEceT/UmvBxtIa4J83T5uml8RTbaNvftn82DpXGvCg9W5PZ3mCdjqc6nlKyq3OdzZHPnUo8dfgnAxU5Jk1GQhx85URQxFcGnYmGchUSq7pm94nMY8nGy/PNZKvkRXkmPsutEjG78sjk55NJzSnDysmh+Mb5PsZI4UXyPEefG/NDObuRQxG1r/i3d13UY62riBSeuioeKcvIgGd8rrSl5NWY2UHFsplC53R0Pmb1FDhwidpnTkVrFAVT2ZpGdVhXM+/x0cBojN6v4jAGeAw+HxHVRyajNc24la1ZdKcX94jbYD1Y2ReeQ3UveZ58hyvifSWAbZ42Ty+dp7wX2Ffb/rb9LMP9cr0oreRn9WbI9Egm5+mOpzqeqvZVlTvLSwUVGZG0e96U6XIMJqkyBnyysLJX7eC4ZoTmcTtQ+VY2IDN2kZKrklK1k10hYuMbKebZ+DM5NZc9d1Yi8D5He8xX6/lOEnKR09wfGnzOY0WD5wOW810sz+Mr/ewoZFd+sRyV7YrRYtmZkowMqTLiK1f0K3cTVJ/qPGBHNLqD5nWUvFqfFcXM+8ZzjfQI3znK1j9az2ytZ2WYp+548Xmm5rOC6HxWctHxbJ5q74/KqYBsdc2zOWBZxkd13qBcxtnmaR3N06fj6WwP2va37ce2MP+xbX8VHU+d0PHU48dTyxcEkJjRiyqiOhU5R2ZUI2WY9cHERSiyszzmR/2ozcCXL1VRJW9GgIh0SkaRebVOJl+Vi66CVeryvql8xR1WbFyX09wP74X6+xdVV3Ftpiyr6xI5D6xs9ypZNffIqGd8ieSrffA4WTYar5JR5VxWaX+F76oP5qrijloLdZfK87kerll0B1a1h+OO7nj5NzoGlWCLz8XqndloD6OxRZ/oDmvE473lmZMQ9au4HfUV7Ue0XjM0T++vR/P0cniq9lnl857wPqo21fzb9rftj9qv7hG33fFUx1Mr+q4qtyeeKr1DwKxOKLP46hRf4VJXwrgdNtAop5QwynH7vDBK6SoSY/3sSq1ClbgRiWbfXCdS0NFV+Gic3NbsRMHy1StY5zphkGNj5I97sqHGvpTjMLuToO4S4Nwwj+9S8Dpg3p47V5GS5XNnFdmcKk4Brt1MZlWWx+hzVBzGfeCx8/i5TZ7/qtLFsTif8FjJRY9j43EUMKn98DHj3apo7XGM0aPZeBdK3X3FtVZOM56rOBflMMx0RfQdrYn/Fjvj3s3NzZ3jjKPRXSc+/1U70TiiPWd5vuPLPMrk1Fo2T1/MsXl6mTzlPWrb37bf56h0Ce4Dj53Hz23y/PfYfkfHUx1PRePm8seMp5aeEFDExDK8wuUdRopZlTFhK3VnZJqR2PPRWcD8bHFXycyISIvHigRm899yYXpGvqiPTD4i7IpyzE7uFaOFTgAqGf+ou1nsOCqjv+cuGDvNvBdmJ574i6yUY+pt8NXQZ8+e3XuMKnJU8Zi/FaK7JZyXzWumQJknsztNmROs5JVTu5JmB3R250GtxYy3yB+1jvxhnkUBWrY2vr9ZGXPB+/YXt6nzHgMrPKfQ6UUee3tuJ5Tznd1VmCHiabTGER+joIQDL+Yb81XJZ5yvOMBZUJfxSK0PptVaNk+bp5fO07b9bfsrHJulH8P2Mzqeul9v1n8Gbjvjrh/jfivZiM9R/xlXMvlLiad2/WTA7P6bMrE8I+ZKGZcz+KqVKlfj5rHimNFYYDsoi3nYZnXzGIq4eMzfGXkxX50gkVKtlKtxz8hevYK15yRQ/amrlD4O3uvIWGI+tssGnB0Hs/u/CVT7w/0qZcVp718Z/9V1ygxDVIePo3nxx/NnHMvqVuVQHg26mf4topp3ZjjYaeB6Fd5ma4lrxXyMzm0+T9Xj2Nk6ZmUcOKn2cW1Zb2K5O658pxadWudmdJ7uWddonRxZcMOB0kxm1l621rMxqDYyPiD/2blVa1ZdT8xrnjZPn5qn2Fbb/hxRvb16YMYXz2/bHwO50/FUx1PRnLO6qs7eeKr8kwGz+ApT5UoSl82ujEX9VcEnmno8MLpyiiSukLeyTmpsUV5G4hkhmABHA23uJyN0Nr7ZiZD1tzJ27Ivv7mA53wFQZexYZnXYACrHA2XYyKt1ULw6uod7MFOqmQFXsrOPWfwyIc6LHFuWi+rxHKI5qTXJnITZeiK/fL68v9nYVcCTrTE7sJUynKcHSWocOH7OY+cCz8vI+WC963lm+rFElY64VzHWvLfRMeZx/izNZdGYon2NAjDFM0yvcLZ52jy9Bp5yO237zwfeF/5W573a64hTqs7rq+1Xe6pkOp7qeIr7W6kXjSvS2YjlJwScfKwYkSgZoZXhjOpxuwpReTY2RWKsg+NdIe/qla3MCKhjJkCk9PwYyavqsIz6qDawLXWCVAgbjU3Ns4KqE6AMNI5X7a+qi2PlK/2cruTxWqi09xedC5Ex2SuXjalieHGNIn5Fn6itSl5k8FkRqjrZ+aTmi21VeIv12cnMzsHIOa1+siCLf6Pt82D9x3PEK//IZQzM8LxUOhr7is63zHHmtY2++S5AtveYVo+uemDFTmHUXuU8WD1HsL9Z2ywbcbh52jy9Np7iPrbtb9t/ybZfoeOpjqewraeOp3b97SCSV12dygiNZbMTwYHy2I6X+TgUyRUpZ1dbsU2zF7+DOfdV2pkRyIjr3zPyYp2InFzfoci9h3izE4HHsQpUMv5RRpgdB3YyM8cX56GUmOoLf7Nqdvc/Vr3cy/g3hT4+xWluD9cAj6OrsbjOkXNQUa4Z/2bKMXJu0bFVMphXvUNQcUp4DsxJ5TRwP2rd1N7xvjE/Fc8wHa0nBi5+jHlqv7nc8yIDxL+9VW36710Vn52X/OEALnIsMvAeVHRgxEvnmreD+YqTKvhS+Zm86r/CXz7PsnMkWx9E87R5eg083ba2/T5mPG7bf3m2PwLun/NSlTsnOp7SyHiLaaVv/Ts6ruho5g33r84JzJuNE8tVPe4nKs+w9JMBs/mLKVYIzScCEiVqh8cRtRGNu0pirmOWvyBjL7kzEmfE9W+Vp4g5I6+SZyiDHrVRIWzUTzTuCKwEcXyuJFW7meOAnGWuKWXB/au6eKJHd62UEkGHlM8RMwvPKRxv5AzMOBvxM1Oiin8Vw8ztRPXQCVZlfKzaxPGpPrgOzz9zEmbgsag7nJkcc44dWOTMbL1VcIe8itbNy9m55WDPv2cflFP9VKAMaLSe2XpEPIqCpYifUTuVMcwCuuwciebN58MMzdPm6aXz1PnI69a2v21/1CaO7zFtvyrveOpFGY9n1p5CxFnsl8siPvv3yxRP7XpCgMmmOveyCqFn7WBblRdeqPoowyTmq6hKmXo9s/svJTp6pUsZgkjmCHmjvjOCV+ufi7Bq7hV43YhryDk07EccB26/Upf7wDVSd6vUPLFfPC+Qrzxv5vLKuqq++RuNJedFHPO1VMfZh9eQy3g8s7o8P+XIqnkj0AGprClzRI2fHdRIjj9ZgMX85zajt7WzMUfesZPrcrNHsZHDOE/kqQq8ZmvL66zWitc54iTncbCF5Zz3yiuvpLzO+J7tL5dFc8nkKlxtnr5Yh+bpZfO0bX/bfjWeWV2e30PbfoWOpzqe4vpPFU9NnxDgzVU4SuhKO0qpKSWo2mCycV+erwiv5o6LzGSO1oDHzYg2LjIkmULGfFVfkU2NKcqbEe1chK2cgC7HV+ORD+gE8FV+rB/VQaPL50Qkg3uC+Tw3XreZY4COq4PvGFSgziclo9KrijNTkup4pd4sn8ezYvCzNjgvWjO1psgvrsMOXjQGbkeV4R1Rs/t3aHk+aNSZ08hJ7ze684pys0excV1UsFXhqVr7TFeucrISZKm2sM+oLuZxPyvcV/NVDjG3k61l87R5eg08bdvftv9abH/HUx1PcR6fQ9FclN5YaUedH4zpEwJMErP8xRU+gRVCr7TDediWIjHWZTKiwuY2ogXjcfIGKEIrzK7cREqKvyvknSlBZeC4rewEOwdhq+1EwL2PnABWgrh2szoVR4FlHJ6PvMQ2HCiDzmxl3v5B5wDnopRxdY0zDlZ5xx92CFheGW9Vb7WN2Tj31qmup+JXFFxhGQYyzFMVcKmgCnmIYFn/Lad6xNr5yDL8jYGYy3GQxQGXH/N5ujfQwn3iPVNr4zKzYMvvqHK+ksn4qvg2GyuXZY41rkNW1jxtnl4rT728bX/b/lkbs3E+tO3HPcM6HU/dHSOi46nHjadKPxngjeey6EqSg8tubuqPvWSKk8FXnWYKlZUoj6WCGaGr4A2LCMxpJhvLKfJyezMlyHmZEoxkVb8zZVolcuaoRgbd7O5vR/mknzkKLONjcAfU7C6nXnnllTsvD4qcUua3582cVB8jKmeEUvqImaOgFCXmR5ybfSLj78eYRgcXZXzNM6czOh9mMqpOJlMxTC7HRtf3AR+HZv76XNEJxO8MUZCluIL9YH9+HMkoWdazWaClvvk4Wlc+rnBz5kxyIKUCL+YqB1lcT7Xln1deeeWeTNQXB3w4j6wM55etZ/O0eXrpPG3b37bfxxa1q8b2FLaf163jKd0GorqmDOYy61o/5jT2N+O3Oh+qehvzMM2IZFW/WTtqvgqllwoqhRERESeyelWrko7yEKgYMxkkKvfJc40UKedXia/aY3LyMX9n5M2UVaaguTwjr0qruVUUZqRsue0MrHi8Hucxn31suJ8zJ4BlsG2cr+IUOwaYx+sRnV/Yn3IOEJEzzW0pRAoIjxX3ojz/RH+TpY4jPq/0vcdJiNZG8bHCT6zL/OLAi8sypzdaYzU/5icHQmYvdJg7sjgGHIvLsJ5XgdYs4OL6+M3H0brysfrOdF3GQ3ZQuQx5jfJR0JRxLtrPjPdZO1lZ87R5es08xbVs29+2PzqHVmWitVF8rPAT5Tqe6niqmlZzU2Ng7I2ndr1UkAdntv64yozgFeAJFBEpI6aSNYt/ixXVr5YzZoqlQlzPVwa0Ql5HRq7KPFQ/UZsR8Y/071zwYzeUbKhRviqDHI9kPG1mMs9l8bFB/OZj7M/Lxhh36vN5g3mq3Nv0Ma5gplBnxtkNrqpX+SijHuXvcQDU2FZkfE1nXFZ8YP7xJwq8ODhS6xCVRePA9Bjjzl0vs7uPZ6NDi2XOUzzHkLtRwIVzVefdDBWOKl044xAHSJjGAEo5uqtcrvJ8JUBTc+X1itayedo8vXSetu1v25/lcX9PZftX1rrjqY6nniKe2v23g5HSwbKItHsIrq5q4Rizq0vRlS115Qrl0VhU6u7ZiIzE6ji6iuXfShmjfKQolUz1apaaU1Y3W4vMYMzAXOB1OKej4Gk23Ni/2f3fVaGTrBxT5qlyavGuAM5djYuv3Gbn7Wxd8TjiHh6rD/OCjTQ7tMo4Y1q1xXnndgBm51BlPdVdAmwLHVL+RPleh51ZLnMg/3BvMM0BmNfDcrOYp3znCwMvVc/z8ZvXKFo7zONv1j8ZPyuc9GPmYhSEZXU5SMN6kTO8Mgdem2jt1Fo2T5unl85TlGvb37Y/kmcZ3NcjMqscRXQ8FdetriuC60S6hPUt5ikeefr1PZ5afkIACWNWI96e37dUSRyRE2V4nDMoh2SGo8pW5SnSYv6MwBl5Fcn3kLdC0NUTYVURIJ/4TgGWq3krGVRgSgZ/E+hgQ+952Bc/IojzZCfBP67wvU28gotybPwxz9OOczgFfpxxEPPwDl5kYFecXE+zHDuofDeMnVc/5rHvkeH1idZScQzh+4a/febAS/3tGupDDJrM9IvX/Dj7jTWPC+fh40enxPv3POYpymK+z8ehnJUZ+Hzi/Ej3Kd3oPPG2FMci3im57BFt1Nez84Lb4m/1m+yI8xlXm6fN02vhadv+tv3MWexX1cF6PPaHsv3Z+nY8dRfI5yrU+iv+sh1TPPZv5DLr6ojvyAfFkdU0o1o3W5cIy08IMNj4qk1E0h8h7V4So5xZ/e9ZkPxcT811hcQz8mK/XD4j8MzJUCQ/F3lVOpq/MjDZJwIaUuRatC7qaiXK4N0m5QSgQed6kQPNdwHQ0XXjrxwCzvPfwionFttDLkbr4lA8VvvFx7wGvI+eVhxjo5ql2fgqQ6/qI8dRhscS1avK4LrwOctgJ9PTin/opGJAZGb3nFIu9zweDwZtnn727Fn4G2uFbdvSO6W+3s+fPw8d14i3OJdVhwDHx9+ZHuTPjF/K6YyCrCgP287kVIDm/Xn/ODY1bpXGthSap83Ta+Jp2/62/dyHr/Wl2H61toyOpyzNizDjLfbL5dk372umn7EP5o9qb286mj/zcfZROPwOAbMXV4vU1SMnjl+9xfQR4IQUibkcyaUIjzJsMJjIZvH/ZVZOejVGh1IqKwp5Rl7VlyLvXmCbqg9u/2h/DuzPuYW8w/3n+bITwM5vxXnw/jgP20GZ7BjXhp3SSBEzdxWfcZ3Y8MzWldMR/3iNeL2rn5mhj+RneWr/VZ46Z5Ti9+NMyUZrqsaDfPGx8F6qMua6Ksd9Z8cVHVDOc3hApl7gxk4pBm+Kw1EAhmNEjs4cg5mO5HXOeMd7GnFRBVkqKPPvWYAVcW9WXilT5+sMzdPm6TXxtG1/2/4sT+2/yuM6PNcjtr+CjqfutrFnDo6Op9YwvSAw26TKFS1VhuRQhK+kmXAst0piBUVkr49QhK4g28AZcf1bKaqZoWWiKeWvlOYsHY1fzY3Hmyn9GVApeh1lEFecAF7brB6Og7nIRnzFMYjAzoGaa6aMo3OYy1TeqhKtfDJnEvMrDvBKHo8xcxLU/HnvZ/D20Fll/uFnJfBSbSFHZrJm9uodT66HgRr/t7sHVsxl1tXKifWPt62++ThaV7U/ar+ULowcWMWxmxv9H++cjv4qq8LtCl9ngVXWFnO6edo8vUae+h627W/bn7VxCbZfrW/HU/ZqfUTHU5tsI5vbOeKp6U8GlMJQpGVS7SXlajojcQS+QlVVxKoNR1UhzKBIi8fqm/uOiMDy3NYqWY+kozmrdJSHZaho3DArw73iBDjYefS5+N0llHFHFP93GNuLnAGzF4/XogOKHI8+7BR7PiveyPhEaxvtC/MyUqDRx2U5P3oc0I+VQ6DqVP7WSDm26pyJnATPwzaytcR1QY4o/qlgiR9V5XMedR/+1prnx7yOeK7KkLP8P/N+jHnIQx+fO+4sw/XxG+cYralKq2/e6+yN65Gjyo8/M6dUUIP5Ks3y0X/ER7ydBWk4x0gP8xo2T5un18JTl2nb37afx3Bptj/LQx3U8dRxMF/5WH1z3xE/WJ7bYv48ZDqas0pHeWZneIeAYw8JsQ+VXiUx5pvFv1FBxWl2l8h8Qqh6fMzrUMFskyrkrRAXjyOljW1Vyaj6XKmvlO3sk60l8iEy+Cir5s8cUw4F33XCO1OYh46BG3efM6bRuKtHV10eORs5qcqR8TL85vxsXVUa8xWn8DgyujPHkPOVU8qPwvJ+unz1f48rTgK3r+aTgXUN8g55ib+zRu4wj7ANlN/z2+Zt2+5wnx/txjuo6BC7HDulzGU8f3yczOGH4GpVD0ZcVA5oFjjx76lZRn1QJnqxG46H66j6qhz5mzldzdPm6TXw1PexbX/bfrbNl2b7Z+WIjqderEMFam0xTx3zN+sZxQM8jvQztsWyUVr1uVKf05WPwlneIbAXSEhM7yE1ThCJGT3yglBE3ouI2Cwzy88IrIjr34rsR8nL9dQYMqP90EDjyo4rlpvdXUPmE94NM7vryGZOgNn9Nw2jY8D9Otw54LnwOYHK1sFOQqSUEewoVAxU5ABweWREOc2GOVJkyrnFDzoEqk1sA+XYmGN73LdyEqI2szXi9cK2cO/4bqaSZf6Y3Q2sXJ5lK2DnEV/gxjLb9uKt7fyiNxy/CrYifcv9V51Y5vHM4DM3MT/a88yJXAmIZkGWOh9mb37nMeNcZs53hOZp8/QaeNq2v21/xGNlp9W4Hsv2PzQUfzqeio/VecnlSkfzvjPnmddKn3Oax/BUXFp+h0CGPVe1srSZJrWqY6avjHJ7XsbzQtKdg8gZ9hI4UsoRaf04Iq/KV+SNyBrVWU1XPjOwIcc9xuNIDpUlrx3yb5aHZe6E8iOEOB43+sx5s7t3piJnFZ0Bdez9qX3cixnfZs5AxoPIacSylTcNV/Nmc8vmyHmztfMPB1NRcOVpdlq5rtpfdGxV2vOUw2t2/1FZDO6Qu9i+f9SdMOQuOvIIDrxwnNGaqrQy9BV+RsFJFkSpclU/C8ZYJnKaMc2//87OnygdrWnztHl66TzFdWzb37Y/ay/Km80tmyPnVdevgo6naojWVO0tHnc8dR/L7xDIyqvpm5v7b8lcIbUvIhvkiKwqP0JG5MqV1T1XX6O8GXH9OyMwkgXLMvIiVsio+pvNLUpH843gnOI8dB7ZSUXHkY205zl/VJ7Z3ZefKGc1cgwiRe2Y8dbHwePCfFT6+I19ZIj2iJVrZkg5nfEoM97KIYgcW09HTofKy/rOxoPrUHG6OHhiZ1I5lezAYl/IT24b1wt5yWkOlpAffrcL09g3BlMO573LzAKtFedV2YEIe3iJe+ttZ0ETrrMqj+RVOnu5Gwdfah7Z73CjdITmafP0Gnjq827b37afOcv9P7Xt9/2pllfTyO+Op+I8PFcj2YzTWJfLsM1MbynuR2nV32xuUTqaL+PQEwK8WUykKO3tohJbJTW2G+XhuJiMap6Vq6tYX53gvF5sdCJw+Yy0s29F0KxMEX2VvJVxqL4z44Hl2dohF3Gv3aCjccY6bLA5z9vJ/saKjT33jfVxPI7MMcX2qo4qtx85BVGer0+Ud8QpUEaZDa1ycNEhmDmsURvqd4fKyYh+d4hyXCdbN7WO/kH+YNqBPMK+Pc385f94V3mqfNs2qTdRxsfI385xz8P1iQKtCofVWKK5RAaxwknFQ5dBPimO8XcUGGX5GGRFeWoMnDazO/Vxnuq8m6F52jy9dJ763rlc2/62/Zdu+yN0PNXx1Oo4VN8V2xGh/ISAN1K9qjMjIJKalfqsDhpwJqzK4zKz9cdXFJkdWVsVJaHaVPX3ENe/2WCu5imZWd8VYx+RNeonWyPkFBpfbws5hnlo8FUeO7Fo8KsvEEJnFfPZsY6cUnYOWNbT2TcfR3lqrVd5GCnNbN+zFwCxkY++vR1uQzkUqr/od4uYp+aE7WZwWeRoxAPsA4Mel/c0vwCtGmz5WNVd1217EUjhsY8LAyvOU06vzyELuNQ3H8/Wlo8zbvL+Rs5o5HRGzqkKqpCHXFbJUzKcVuOZnS/ZWjZPm6fXwFNfi7b9bfsv3fZ3PPWirlnHU8ybrO9ZG5nNiPphlP9lAIkcGT4kuS9ClcQoj+1kJFYymGd2//EUNbZV8PwzAu5BtHEzAmfk5bKj5F0lq+o/IiXPeaZsM2fAyxXHWCmjA4B5Pg50fpFXePfBy9Q3clVxVr1pOHMOUJGzIVCGQRkJXu9oH9S+8HdFYUYfJacMfuT0RkYdHUp2oF2ODboamzrG+nwcgffk5ub+46zYFnI1yuMxO5eYw56HHOJAzsEBnefhnrJziscYfHm/3oZyZjNHVqXVuqp0xk/eO59bZf+joArlsmDHj9Xj15ynZHhciu98TmCfas14/ZqnzdNL52nb/rb9zB/FsUux/Wr9O57qeOpS4qnyvwxEigVRIXmV1JU6TGKz+y/6iYh65OqWwswRiKDWcpXAEXH9W5GnSmh1cq6QdTZfZSB4TFWwMWQDb/Zi35nH6DjgWjCPmHuc5vrKAWBHwT9KlufHzq6ZvnOQOQQzZ0D1mx1HRpLXAmWVQzBzciv5qp1qu1FeNkc+3ypr6fXROcU0O34qTzmZURDlaZZHqDzkJOZh0IQcxnLMw3ylp1WglR1H65odK45E+TNeREEVyqogS+X5GLCM85RMNBaVp+Y506/N0+bpNfAU169tf9v+S7b9al07ntLoeOpp4qlDTwjwMUMRVGFG6kjGbE7Y6KTgOtgWzl+NOTtBV6E2VKUjo8OyEbn3EDrLq5JV1WGyRvPjOlk/uMdobNkhRWPJ/Oa1G+P+bw9xTb0/nGP0AqHIMUAoZ5kdV3RolPOK3MRvdS5XMeNkpEhZGc0M7sxIszOLx9Ejh8rQVx4N9Hoqj51fVSdbS1wvFSxhe1maH1nl37/6XqtzNAqsVFoFTD4Xd2ajQAt5ih++G5v1t4LM4CtdWPlkvGOeVQItTs/kojGspKP62To2T5un18DTtv1t+7mtS7X9vA+4Z3zM6HhqjoivnFb6l+0McwNlMF9xfzVPyai5zc4dNW8+znRq6QmBqHJ0FZJlMoLuldmT50Bljoozk2HSqjTPW2Fm3FQa8xVp+Tsjdkbolbw9MpkSjmRmStbr4b5HvERFxUqLy9AJjN4U7O37N8uiU+pAA+9Qxj9zDrAdPEbnFdvGceI4Kog4mfFwtrcVZ8D7UMZ8lh85D/5x2chZVk4Alqm58bmQrSfzFNvCR6g97XB+cZpf1saGWBnvm5u7b+betrsva0O9x7rQnU+cQxZURR8zffdqNvYMyqCu6JqIjxEvFL+iPD/mF1xln1k7lbTSuTMHtnnaPL0Wnrbtb9t/DbY/WldHx1MdT63IRDpzZjsylJ4Q4M3ICB3VjwiK5Dg3ic3q/6WpZByK8Cqt5l5FRF4eC5fzN8pGpI4IvZK3h7xqDhXCzoiMBtiP2YA719DgM0d8zCodOQb4qJW37c4uy/HvBM3uc7XiHHg9/7AiRk4q7uCcZ4jq437MFBKuJeZHzgAb5chRUIY8qssOQSSr2sVxcb4qz8AvrDK7rw8VL3EtZ8EXthuNyXmKadxP5Brn+THmIQ8jHs+cWh4HjnHmxDIf+XjVaCpe8J6rvOjYvzH4QV5GvObyLIhSejQa37Ztd/af0Txtnl4DT9v2t+3PzodLsv2+Hh1PdTyl+B71EZ0jag6RflVyCrueEFCbpjpguYzEMxl1MnCeWe03LxHBo/ErMp8bvH4ZafF4RlxVdpTQPLaMvCy3QtiMuKqOmUmFiM6Al7ssOgk4X+SXt4dOsiNSlOjs4p0HdirY+KOyZMWJfXkeOwbsICgli22trC2ns+8ZpzJjmxn4yBjPHIXIIanIRuNVc66up6qH/SNPmTtehnXxRWzqThfvt3OL356Nx6qeCoqQh9xOFGBF7ahv7p/XUq3v7FvpGOaEr33EPc+L7lKx/CzIUmlvPxpvVIfHHbWRoXnaPL0Wnvqab1vbfl4LRNv+p7X9ak07njo/eP2ieISPmbeVMuQE5qFslsdjUzyMxh/ZiEwuw9meEEBlqxBdCWLCqrwqibkuyprFV7e4LBu72pijpJ4paCYkHisyzUh9LvJGeUomI26V0BkiB0A5A8gdzI8UIjsczDHlAKhvlsdHYbkMHQl0WtigqztfPC/k7+w8jaC4h8dsHCOOVY31th37KyKW93bYqVV98zyqzkHF0XI53FPk483Nzb2/vPK1qNyxRb6qO7LKYVV3NznY4btcLMMcxLZQl0eBl+qTjyuocBOPla6rOKiKh6qMg6WIry6r/jbLx6vaVZzH+URzxvMiWsfmafP00nnq9dv2t+2/Bttv1vFUx1OXG09NnxBYIeuM6DMyYhuKxGaW5qn2uE2W57ZUOZ5waq4VZVAFr1mVtLNyRUj/rpBylpcRb0bMSCFndbmdyAFQzoAfM9fwG9vzbyWD7UVtsIFHB5fvTqEzY3bX6Pt8MK14y47uEccV1zg6ninMyNhyuXIW2MjPHAVlzGflK23wPPw4Ow94Hce4///X7Azy8fPnz+/cJfW14JezOTiI8jyvz2n+TbefN95XpAM93/tTQRfWVRyN+Kq4WnGmWB+q78hAR1zkvNXfrmI6KlPBmPpg+/w776if6ByK0Dxtnl4TT9v2t+3P7PYl2P5IpuOpjqfUuaHmwudUVq7Ow6iuY/qEgG+UIiPKVYEEQyOsSHc0z0y/fTUjstnx37uoNvcoC0yrkyQj7qysQuiVPNXeCjmj8mht1DqgA8sOAN+dQlmUYS7hbwJRxky/VdjBxttMG3hl/JVzoGSwH+7f5XE8iKpzsMLJyGBmCjByBiLD7P1mjgI6pZ6fOZ7KIcA2VTt4zP3P1tM5k/2mmvVXVEe9nM3bQJltu/sytpubuy9rQw49f/78jn5Gp4H1nsuhns0+eK5yGzyWiKMznco6xY9nTmv2QY74OmX84SAIuRe9rI35GQVZ2I4aZ9YWjylC87R5ei089bVu22935HE8iLb9T2f7O57qeKqSp9rjzyxflUdr41j+20HV2CrJZ0RUxK6Q3Sz+PdfqVayKoq2QuHpys5wiLMuxosXyGanPSeiMvDy2jJyzOhGQDxFPbm7uPkpodvctwtgOt4fyyqnwtpWzgX1H46k4B0rGx8eOacRdhHLOo7WNoJSPf8+4NnMGVLnKV28fnjkE2E/mEKA8OxPqnFDno1pPNKrMb+SSam81QFN6QLWD3MFHs1G3Z04tl/MH24vawLEh9jqwSjdmhjLj3sxZVRxS5dHvs6M+o2N2WhU/Vbs8hwjN0+bpNfHU19/52ra/bT9z+qltP573HU/dl/PxZOA1qcpFe4Nyag+Z38xnVU/ZMyUb5am6mM/9cJk6F1UdhUMvFawSVtVBIqo8bCsjMdZFWe6XFSqTj+tF85o5BXtRUb58nJE3czL2kBflK+Tl9lcJPSMuAznCDgDuuZndk8k4iXwzu/+7QnYq3DnARwL5jpe3EylVdMTVHS0eC86Dv71d7APHUUXEwcwhqDgDKKccAVWGhtzrc7nXyRwCJZ8pbpWvjmdwnuAx7hWOyx1Rz0d+8Bo6X3gcmI/84aAKZWe/w8ZjbrMSaKm2cEzV4CqC4qV/87FKK75FeexYRt9R8KV4qoIstedRe2pOyqnN0Dxtnl4LT9v2t+3HfMXVqB8eO+fjPI7afm7TrOMpRMdTTxtPLb9UEBucEVZ1HilhhCJhRGKz2lUsRWQeF25WhczY3rmxSlo/rpJ6JT8jNI4pMvBZPo81y4+AykgZRHQw+W6Cjx/vACBHlLOBDgXfaYjaQ+dg5phy/0oO191lXQ6/s+MVVJ2CiEuKB5GRjoy1chTZIVB3DSqOwsxRZUeEZdTaKDgnnDMqgMJADPnM/HT43qs3sWMa+1UOrNkLfnAbs0CLnYLqXVhuG7/5uIKMm7yneDzjnirnY3U3VB3P8jBdeeO7mosan8vgORKhedo8vQae4l4iB31P2va37b8U24+8VHU6nup4Csc00/8qn8ea5SssPyEQEVOhIovkdGIqYq8QNiPrjMjcJgKvoGFbqn6GaE04Pzo5FLmrxPW8FUJzH1nezBBUSR2ROVsP5MzMAYiOI8fAeYm/K8R6/JIg71dxUxl/5RzgHSjVNran7lYp3kfp2dqqdMY5NpjKOGN+5gxg/qqjgE5p1JZyCJTzHDkKypmIwFxyMOei31x7OZ+n6KB6Gvt0p1XdVfW+Uc51McqjfsZjdJDZOff2ryHQigxxxB+VZk6o4CvLi4KpWfuVeqrvCM3T5uk18LRtf9v+a7H9ah07nup4KsuLzhWVV5XNUH5CYEbiVWJz+0hizDNbe+slngiqnagM+2EZR0RqRnUdEJnRwzarSpnLZ2WKkP69QmhM7yE156n2GTNDv3rsTkCk5Dw/cgDwzhY7AMr4R84ByjNPKw7rjFORI8/zjKAMv3/P+KP2OnIGlOHFj3qxUFZHOQqZgZ/JKMckA9919XqunyKjhIGUp1m3efusH3GNWA96nsthmuX5rgJy1vMifvs4K9zl4xWwLuLvCjer/Mt4EDmZLKPqqbpR0KSCLFUP5408itA8bZ5eOk/b9rftx3qXbPu9zY6n7NX2GR1PPW08Vf7bQdxI3OBMJspzIOlnV6bYwGfk9nyU93a4DvfjiBQmG/9KALAHvFaKeFwWyWRkXM3PCK3IqORmeTMZBeTIzc3NvZcFseKrHLMx53xUeA53Vmf/M+ztOT8j5wDXQclhPp9zmdPKyjtCtj9KqSoFx/nKSHO+14/KI4cgazdqb8XYM/+j/Gw9ca/ceeT1Qj66vHMuCra4Huept3CrR7Mjpxc5lAVc/MH6alznDLYyfma8jLipuKDSEXc4OIrKUWY1yKr0z8e8Vmodm6d3x9U8vTyeettt+9v2Z+1egu3H9ep46q6so7qOq4i4rPrL9DCXM89X86M8PMY8JTfLm8kgdv3toLrCNZOJ8rjc7L5ixjxFyiw/at8sf0twJJONey/UmnDeUeJy+TnJqwjM6Uim0k60RliGHFSKEQ0qOwnRcfbNct4+3sFC464cCnSyHZFzgPzOFC7K4RrMzs0MK45BxCW1txGXKoZdGWqup9JeRzkIMydAjSdaj9last5yYGBldveuKXIQx8nBFgZMyH8P0qLfZitnEnnl4+I7vhxMeZrrcuDFj7qquxRROlpXtc4qP9NRygmd8cXTil/RdxYMzeS4D+Uc8/jUuGfr2Txtnl46T9v2t+3P+HRJtr/jqY6nPJ2dB7N0JFNpJ1ojs8UnBFYVyx6ZiICoTLm+IluUz31gOZ4ASvE6uD1coxVEa6P65DpY99zExTozQq+QdVUG0xl835AfrATx8Vfcdz/G/IpjgGvPaXRAzPLHCKM7VrgHypnlY+ZA5rRGedHaZnkZ96Jjxa2ZM4Cf7M7AqkOg6qAcjmP2eGK0XgjmqIOdOuYb5zkwqGFeqyBqFlht293/c/c18HMHgy3ksZ+DmROrgi383qtHI7BOU9+Zfsr4yBzj3zz7dyXw2pPH5aoPHi/WY33OaJ42T6+Bp753bftfoG3/Zdp+lOl46gU6nrqceKr0hABvUJY+B6ldLiKxWf3FFljHy5ioSqEqUmakfgjgOmWExXJFWi5XZRHZM0Kfm5xZOuOMMuaY785A5hgoZwIdAXYU2IB7W56HHOQ7BjPnwOfCMi6H5X7M3+qlXRmU859BcVN9Z7xSXMicATTELhMZ86qjsMchqDgH2boxxyId5GWMaE9RP/ljq1F91O2sE32cyGW8+8tBFKZRRgVWM96qMe9xYGf8zI4rXGRHM+IYc0PJ8GPVlTzPn+WpAJDPo2gtm6fN00vnadv+tv3XZPs7nup4CvOVTud0RYbbn6UjzpzlpYIrJFf1I2SEnRF59fEWJcNy7Ixwvb1Qa8F5GWnxOCMul0ekzvLPQcZqW1HbCuhc4v4zN2eOgXIssrsCnoft8V0Bl/G+Ks6Bc42Nf+QgRN983ilwu9FaRwo1cgpWuFNxBqLyvXcNuN2KQ8BzUPUz4Nr4Xqu/dnM8f/781TwPeFSe2f07rpjHjqI7ruhQo672cgzGmCeKx0o3RwGXH6tvPl5BhZsZH2dcVJzInEw+xjx8eZuXVQIvHEOW52OMAq7ZGjZPm6eXzFNvo21/2/6obpR+Ktvf8ZS9OoeOpy4rnir/7aAiZpXUs3TWNpMSFSbmIyKCc3uqHGVQzqHkj0JtTqZgmJRKvkrcrGxG3qzsaDpbm9m6+P5XnAR2DDBf3W3A9LNnzyS/8MVC23b/0Vb1iFTkpGIZHuM4XN7L+dzheWMerlu0nlHeTIGqPa04A5xmmcxgowzXq1zdV/WivvG4CsUrvILu5biXnFcJrDDPgyazF3esUI6dWcV7dHJ9DJGDywGbj8vHkgVc2XEFM35GXMz2XHFL5Uf8yh7TVrLcVxZ4cX2Vh3NUnFdonjZPr4GnvG5t+9v2X6rtx7XpeMpC+aNQe9LxVLw2iOUnBKrE25OOsIesM6JmV6/wBEFZlkfsJfaKsePj7CqXIqfn7yF1ptjPSdZZH9H6sMFVxl9d+VeOQSSHxh7roSOLsnjXAZ1Q7A+NPIKdcOUYsCJHoPPuY0JUzz2W4fRMcUb7yAaVjXrkMMzK0RnFsr0OgZJTnF1xENAYOzeYd6zzvA/nmqeRsyhj9uJ32Nnb2f0bOYt5WVCFQAdZBV7qxWxZkKXOiSjoUmuujHxmnP2bP74HFS6qPM5HfvI3O5w8BszHPNW2CuKUQ5uhedo8vXSeug1s2/8Cbfsv0/YjJ6PjSG5POkLHUx1PRTzZ9VLBjIhVUq4AFWGVrEhCrBeVY32Uw/4ZFWKvQK3bjLAok5F2Vp4Rd/W4Qtg9chEy42/2wgk84hhs2/aq44rGHJ1ddi6V8Y/K8XvVQVXfXO8hoByA6HvVsY3Kq86Cko+Mfla20kaFqxhYmd0PhsxOd6P4hWpmL5xPPn9V0OPjYc66vOs0l0FHEwNBDOwwgGNn1dclCrYwz8em+In1FTg/Wu+qLoz00IyLFb5EdRRXs8AL66m7sNw2y3I9DuIUmqfN02vgadv+tv3XYvtx/h1PdTxVPZ6lq/X4WGH5pYIVoj40oZnIEVmrj7cwQSNCc5s4xyNQ65OdECifETwjbrXsHAQ+KhetkVoDdgw8zUbc56wcg8i5UGVYXjH+WTn2ETmorIi9XH3zsUpXweuvOLiXU+d0BrhcGfYjZTOHYKbrIqeVf5+NsuywYsCDd0vN7vPYv1lHMqfw7ezc57Zt9xxhDsYwUFNOrOJy5Mxi3l5U+Km4qAz4Cs+YK16ufkft+VE7mBcFXljO9VA2qhehedo8vQaetu1v238ttt91jst1PNXxVOX43HLRGpkVnxDISKxkjshVj5FkSGIuM1t7vIXB5JyReg8ysjqqpMVyRU4uz8qOkhfb3CvHMgpcrhwD5I8y+PiyocxpiO5AKGchGpNzVN29cvDdMOXIsjyfb9m5tgdcV+1PpiTV/kaOrbfFHEYZ/LDhnhnvyOirxwtnY+exzIBBCjqseAdW3aVCrnqaeYOBEt/xMrv71mssV3dnVdsVZzeqH93hipzYcziwmX7x74yDEcf4o37PysEXB0PMQVUP+TzrM2qD56n0vkLztHl66Txlfdu2v23/Jdt+30PcL947ljkiVz3ueCquy1x+fY6nyk8IMAmxYSWD+QyW47JZfZavEjUqRxklF9VRdc+FSAFn/a0Ql8tnChzzZiSrEH7WbjSubN6IFQOPTu5qPV9DNuzuDGfOqTvKPofMicXyTFkj+I5cdi5W1pTzK8oz4sE5nNuoPHII2OFl2ZlDENXjTwbfM9xfpe+Yg+jo4YvZcC+QC37Mj7RyEIbtZkHVyt9nqfq4/jh2Dryy4woiQ1/VfYqLFQ6q/GogxG2pPE7zC+CioA3793njfLJ1bJ42T6+Bp4y2/W37OX1Jth/3jo/NOp7qeOrp4qlDLxVERDKrdfegSlQmKZ50kRy3x3Wy8USoKA7EjLB4vPcK1wqBH+K42tdsHRBoxCODXnUMzOxOO5xmA8yPyOJYjzin7JhG31w3A4+zWi9TNOr7iHOrZCOHYOYc7HUIorGtOAXMscwJxWO+Y+rj8LSSYe6wI+r5Zne5FwVVqPt8DlgXyxWv8Tj6nSufR3swM/YVnRTtseet/t2V57Fjit9RvmpTyVaOFecVmqfNUx/XJfO0bX/b/mux/V7e8VTHUyrvnMfVvhjllwoi0KgeIV6lbybDLA8VrlnthRdO0CqhEZHiX0VFESvCRnUrpI2+V/LOTfKs7cq6MJAPbIz5UVV2MjPjP3McVH1l/JXRV3LYB8q7nPrmY5U2s9ThMtPrW3EIMs4pDrDTMJPLHASVXnUW0DHO+l5xCszu/qUav6jN95R5hY9oK93FwdW2ba/qPs+/ubm58/tv5BUGaCpo4sCL7/5mQZmS82P89nEjVoMtrj/jqeJqtq/R/iuuIO84kPJP9ldvmD8LyJRTy+3wC9tmaJ42Ty+dp2372/Zfk+1XMh1PvUDHU08bT+36yQAC8899JUuVV0+a2VUuJRPJqTqOCvH2YKaIM9Li8Qpx+XuFnJi3Wm+WH62HmrdCZNDZMKs7BDPjP0urPD9X+JPJ+Vj8O1LUKMfHKl0Fr3FVmVb4MHNyWW7VGaim0Tmq1N3jFPie4l5Hd2PNTL7AzcEOr39z+8h1vqvK7Wzbdi+ocucI85XRz5xa9cZsHHd2rNK8plneTC9m+quy7yvBFzunUR3OY3kOrHxOHKD5sQqyZjq1edo8vQaeZmjbb2G6irb957X9qIu4TsdTHU9ler5Sb5YfrYfZgZcKZoTOSLyXzCvgfs3uE1nJoBzKVvvcg2jOKj86WVaI68fnILDKWymfEXZGXjW3CMrYYz3mQ+YYrKYxz+w+r9hJQDksUwZFKWEHOgpqzqvgupUrqRkfImeA05HcOR0CNb5MNvtU1pAd00hnqhe48T56GXMOgzAMjtjJxXKuo8p4HIq32IY6Vo9i8/lyBJmxr+ioGTcxYPE+mAcqb9tqv9nmNOer+hGf+e4uy2Tr1zxtnl4DTzO07W/bfwm239voeKrW5x5Ec1b5HU/dx+6XCmbEXCFxtTwjeIX81atXEZmzOmZ2Z42qyMY8u1KmNreipP34IQh9hLwVQs/WYgY21qzUlKO66gh4e+yYRkafDT46pIqrkYPAyhj7mYE5vXKVtrJnuLds4LGc06vOgMrL0tgfO7tZ3dknQ+SYeh8qqFL//x5xVQVOHFQxN7lc8dPh5d4uB2QcRKlHW9mh9e+H+P/sKi95HxQ3Iz54vRlfMDhjzqlHspmrnFb/357JZOcXo3naPPWyS+Zp2/62/Sx3qbaf943zzDqecuAaVZGNueOpePyIQ08IVImpUL2CpU6iSCZKq77N4t+9oAwfryjMc0FtqCMjLR7v+X4MUq/kRajwyDEz7spR8LQy6MrAex7zjB1XdZWVHdGZ4o2cVj5Wacfsd4QOXucKz3jsGU88HV29jxxczHvodOUzW0PmWxZUuYPJv+dGDjivVBp1Jz+O6o4rB02K215HObfYJ/NX6VMVfDmqnM3WN0ozN1d4GTmoSgbTqqwaSHkdlZ4db1vtDm+2js3T5uk18LSKtv330bb/8Wy/t9XxVMdTKzIr5St5CktPCFQIp+SqdR8CsxNAkdmRkZrrn2Ocs7zqlfJMQT82gat51XHN5l7BzDGI0mZ3f2toNncWIhlvN5LFcj/275XHWM/B2Rk3IwcAy2b7Hzmy2CYbapUXyfBvBB/KIZhxkec0C6qwDJ1NdRylkUfeluvESlCFujO621rlsPPX0wi+W7BXt2Z85PJMD+0JrmblKvjiQIsDpFnA5G1k+V5f3YnN1rB52jy9Bp5W0ba/bf9T2v6OpzqeWpXZk1cdF2PpbwfVt8vtuerlyAi+egIdAZORCaMeb4lOjBVE85pdPYsU87kIzN/nLFsd2zmdArP7ht/sxV0w31NOu0HmOwKRM5H1Y3b/bayZw5udf+xYOLwNHMve9VL1In6ucEkZeD9Go6zyuI2qcfc6szTWWflkYL6gfqwGVbO7tirt8qoNFTDxf2lHd804kJs5udn3UzyKzd8ZH/HD3ORgKeNP9ldwq0FWdOxjUtxnOYXmafP0Gni6x5a17V8H12vbv++CgFnHU46Opy4vnpr+ZMAbiEhstp+wq2V7cKS9GaEditgrmBHVweOvEljlneP7IQmt5jDDnv3Nrvab6Uf7IkfAeRbVyfK8rnOOnVWvE51r+M3tz8D8rdYzW+MdG9xqORt2/z6Hg8B9RXcrqp8KsmAJA59Ijo/NXty94v94Zye2EjBhvW178XdwyD1V3+eQBV2er74ds3SETD9imr9nwRUeVwIX/GZ+KP6p+iy7EnC5XKWvDM3T5uk18FSt4Qxt+++272jbf7fvc9t+b7vjqY6n+PucZbP+IpTeIeBYJXFUT6FCsKidSl2vdwRR/RUluoKMsJzeS2A/ninyvWStyFTKMhxRdGyElZMbpc3yRwKVM8p52Dc6B/5dcVajc5HnOJs7I1rXCg/5m/tQ+54ZfqwzcxpWZbI6K59szbDdLIjyYIn/BqtSBx/fxuAIgzEM5JRDGwVJHEhF3MyCrqOPu64g0o2Kh/zN+znjBcshnyKu4UfdicWgq9ruSmDG66LWr3lqd+pwH3y8B83T4zzdi7b9bfsf0/azTMdTHU9Fev2ITKUswjiiUBuNRqPRaDQajUaj0WhcJ449m9FoNBqNRqPRaDQajUbjKtEXBBqNRqPRaDQajUaj0XgJ0RcEGo1Go9FoNBqNRqPReAnRFwQajUaj0Wg0Go1Go9F4CdEXBBqNRqPRaDQajUaj0XgJ0RcEGo1Go9FoNBqNRqPReAnx/wO6GZZE4FfZugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x216 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sz = (6, 128, 128)\n",
    "ww_g1 = blend_gaussian(sz, sigma=0.8)\n",
    "ww_g2 = blend_gaussian(sz, sigma=0.4)\n",
    "ww_g3 = blend_gaussian(sz, sigma=0.2)\n",
    "ww_b = blend_bump(sz, t=1.5)\n",
    "show(ww_g1, title='Gaussian Blending Function (sigma=0.8)')\n",
    "show(ww_g2, title='Gaussian Blending Function (sigma=0.4)')\n",
    "show(ww_g3, title='Gaussian Blending Function (sigma=0.2)')\n",
    "show(ww_b, title='Bump Blending Function (t=1.5)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualization of the overlapping pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def overlap_infenrece(vol, ww, size_factor):\n",
    "    \"\"\"Simulate inference with 50% overlap for x-y plane.\n",
    "    \"\"\"\n",
    "    H, W = ww.shape[1:]\n",
    "    stride = ww.shape[1] // 2\n",
    "    for i in range(size_factor*2-1):\n",
    "        for j in range(size_factor*2-1):\n",
    "            vol[:, i*stride:i*stride+H, j*stride:j*stride+W] += ww\n",
    "    return vol\n",
    "\n",
    "size_factor = 3\n",
    "vol_b = np.zeros((sz[0], sz[1]*size_factor, sz[2]*size_factor), dtype=np.float32)\n",
    "vol_g1 = vol_b.copy()\n",
    "vol_g2 = vol_b.copy()\n",
    "vol_g3 = vol_b.copy()\n",
    "\n",
    "vol_b = overlap_infenrece(vol_b, ww_b, size_factor)\n",
    "vol_g1 = overlap_infenrece(vol_g1, ww_g1, size_factor)\n",
    "vol_g2 = overlap_infenrece(vol_g2, ww_g2, size_factor)\n",
    "vol_g3 = overlap_infenrece(vol_g3, ww_g3, size_factor)\n",
    "\n",
    "show(vol_g1, title='Gaussian Blending Weight Map (sigma=0.8)')\n",
    "show(vol_g2, title='Gaussian Blending Weight Map (sigma=0.4)')\n",
    "show(vol_g3, title='Gaussian Blending Weight Map (sigma=0.2)')\n",
    "show(vol_b, title='Bump Blending Weight Map (t=1.5)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
